{"pages":{"search":{"query":"Qdrant Vector Search","originalQuery":"Qdrant Vector Search","serpid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","parentReqid":"","serpItems":[{"id":"4572208014057534799-0-0","type":"videoSnippet","props":{"videoId":"4572208014057534799"},"curPage":0},{"id":"15797976180779233757-0-1","type":"videoSnippet","props":{"videoId":"15797976180779233757"},"curPage":0},{"id":"2276914262285193099-0-2","type":"videoSnippet","props":{"videoId":"2276914262285193099"},"curPage":0},{"id":"12446359902889371385-0-3","type":"videoSnippet","props":{"videoId":"12446359902889371385"},"curPage":0},{"id":"R-I-113683-5-0-4","type":"direct","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"","renderTo":"","pageNumber":4,"grab":"dFFkcmFudCBWZWN0b3IgU2VhcmNoCg==","statId":4,"darkTheme":false,"lazyLoad":false,"extParams":{"reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","ui":"desktop","yuid":"2178160471774150595"}}},"isAdult":false,"position":4,"placement":"empty"},"curPage":0},{"id":"12162592327641663958-0-5","type":"videoSnippet","props":{"videoId":"12162592327641663958"},"curPage":0},{"id":"3171628567321282782-0-6","type":"videoSnippet","props":{"videoId":"3171628567321282782"},"curPage":0},{"id":"17362683981389791185-0-7","type":"videoSnippet","props":{"videoId":"17362683981389791185"},"curPage":0},{"id":"6182585205289968557-0-8","type":"videoSnippet","props":{"videoId":"6182585205289968557"},"curPage":0},{"id":"2374902291972020498-0-9","type":"videoSnippet","props":{"videoId":"2374902291972020498"},"curPage":0},{"id":"4572710677518041262-0-10","type":"videoSnippet","props":{"videoId":"4572710677518041262"},"curPage":0},{"id":"R-I-113683-5-0-11","type":"direct","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"","renderTo":"","pageNumber":11,"grab":"dFFkcmFudCBWZWN0b3IgU2VhcmNoCg==","statId":11,"darkTheme":false,"lazyLoad":false,"extParams":{"reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","ui":"desktop","yuid":"2178160471774150595"}}},"isAdult":false,"position":11,"placement":"empty"},"curPage":0},{"id":"1367936660631781812-0-12","type":"videoSnippet","props":{"videoId":"1367936660631781812"},"curPage":0},{"id":"8699313417622964548-0-13","type":"videoSnippet","props":{"videoId":"8699313417622964548"},"curPage":0},{"id":"15997571879706954130-0-14","type":"videoSnippet","props":{"videoId":"15997571879706954130"},"curPage":0},{"id":"17459390278110456718-0-15","type":"videoSnippet","props":{"videoId":"17459390278110456718"},"curPage":0},{"id":"7140293571002792368-0-16","type":"videoSnippet","props":{"videoId":"7140293571002792368"},"curPage":0},{"id":"11379864699249297727-0-17","type":"videoSnippet","props":{"videoId":"11379864699249297727"},"curPage":0},{"id":"10627626792755881210-0-18","type":"videoSnippet","props":{"videoId":"10627626792755881210"},"curPage":0},{"id":"13321062352543446725-0-19","type":"videoSnippet","props":{"videoId":"13321062352543446725"},"curPage":0}],"filters":{},"serpFooter":{"linksGroups":[{"type":"geo","links":[{"label":"Columbus","title":"Columbus","url":"//yandex.com.tr/tune/geo/","logNode":{"name":"region"},"target":"_self","a11yLabel":"Bölgeniz Columbus","needRetpath":true}]},{"type":"help","links":[{"label":"Bize ulaşın","url":"https://yandex.com.tr/support/video/troubleshooting.html","logNode":{"name":"feedback"},"needRetpath":true},{"label":"Yardım","url":"https://yandex.com.tr/support/video/","logNode":{"name":"help"},"needRetpath":true}]},{"type":"settings","links":[{"label":"Ayarlar","url":"https://yandex.com.tr/tune/search/","target":"_self","logNode":{"name":"settings"},"needRetpath":true}]},{"type":"company","links":[{"label":"Şirket hakkında","url":"//yandex.com.tr/company/","logNode":{"name":"about"},"target":"_blank"},{"label":"Kullanım lisansı","url":"//yandex.com.tr/legal/termsofuse/","logNode":{"name":"license"},"target":"_blank"},{"label":"Gizlilik Politikası","url":"//yandex.com.tr/legal/confidential/","logNode":{"name":"confidential"},"target":"_blank"}],"a11yHidden":true}],"hasExtralinks":true},"currentPage":0,"prevPageToLoad":-1,"nextPageToLoad":1,"isTranslationsFilterEnabled":false,"isTranslationsDistributionEnabled":false,"isTranslationsDistributionOnboardingEnabled":false,"prevention":{},"hasNextPage":true,"rightSerpItems":[{"type":"direct","id":"search-list-right","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"R-I-8843654-1","renderTo":"search-list-right-0-R-I-8843654-1","pageNumber":0,"grab":"dFFkcmFudCBWZWN0b3IgU2VhcmNoCg==","darkTheme":false,"lazyLoad":false,"extParams":{"reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","ui":"desktop","yuid":"2178160471774150595"}}},"isAdult":false,"position":0,"placement":"search-list-right"},"curPage":0}],"isAdultQuery":false,"errorList":[],"layout":"list","retpath":"https%3A%2F%2Ftwitter.yandex.com.tr%2Fvideo%2Fsearch%3Ftext%3DQdrant%2BVector%2BSearch","pages":[{"reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","start":0,"end":20,"pageNumber":0,"isCounterSent":false}]},"main":{"_isInitial":true,"snippets":[],"serpFooter":{"linksGroups":[]},"isLoggedIn":false,"tags":[]}},"internal":{"nonce":"2944702302921893497734","expFlags":{"video_settings_toolbar_redesign":1,"velocity_delay_drawer":1,"video_feedback_in_d2d":1,"video_search_toggle_with_text":1,"video_viewer_show_placeholder":1,"velocity_disable_suspense":1,"video_viewer_desktop_smart_layout":1,"dark_theme_desktop":"cookie","video_viewer_check_sandbox_origin":1,"video_font_yandex_sans":1,"video_adv_new_show_rules":1,"video_adv_config_desktop":{"search-list":{"adult":{"default":"R-I-474674-135","mail":"R-A-13426421-23"},"regular":{"default":"R-I-48058-751","mail":"R-A-13411721-23"}},"search-grid-inplace":{"adult":{"default":"R-I-474674-126","mail":"R-A-13426421-16"},"regular":{"default":"R-I-48058-742","mail":"R-A-13411721-16"}}},"video_search_page_no_islands":1,"video_vh_player_js":0,"video_masthead_ratio":"180,4","video_searchdata_scheme":1,"video_viewer_related_fail_error_screen":1,"velocity_delay_metrika":1,"video_viewer_channel_link_mode":2,"video_partner_label":1,"int_tr":1,"mmui_extended_escape_scheme":"searchdata.clips.0.authorname","tabs_order_version":"search,images,video,newstr,maps,translate,tr_ecom","spok":"id","video_suggest_use_serp":1,"video_search_grid_direct_repeat":6,"video_direct_config_desktop_search":"search-grid-row:R-I-48058-718:R-I-474674-109,search-grid-head:R-I-2120168-7","init_meta":{"enable-yabs-distr":1,"ask-user-purchase-history":1,"use-src-videoquickp":1,"enable-begemot":1,"enable_masthead":1,"use-src-videop":1,"use-src-videoquickp_misspell":1,"enable_blackbox_multisession":1,"begemot-enable-cancelled-misspell-rtmr":1,"enable_video_iron_fetcher":1,"use-related-only":1,"ask-yandex-io-devices":1,"use-images-device-setup":1,"use-src-imagesp":1,"images-apphost-collections-front":1,"enable_aab_apphost":1,"graph-is-video-search":1,"bg-bert-video":1,"use-src-imagesp_misspell":1,"use-src-imagesultrap":1,"use-video-apphost-pre-templates":1,"use-src-videop_misspell":1,"use-video-apphost-post-templates":1,"use-src-imagesquickp":1,"enable_video_carousels":"1","restrict-max-docs":"1000","use-images-region-setup":1,"use-post-auto2":1,"use-images-settings-setup":1,"use-src-ugc_favorites":1,"video_vitrina_disable":"0","use-images-user-setup":1,"use-video-pre-search-data":1,"begemot-no-suggest-history":1},"video_depot_viewer_masthead_ssr_only":1,"video_blender":1,"video_search_grid_enable":0,"video_viewer_desktop_fix_d2d_scroll":1,"video_depot_viewer_legacy_counters":1,"video_search_grid_direct_start":3,"video_adv_new_show_rules_docs_count":1,"video_related_suggest_enable":1,"video_redirect_plug":2,"video_adv_grid_inplace":1,"dark_theme_desktop_default_pref":"system","video_search_toggle_enable":1,"video_depot_viewer_related_adv_margin":400,"velocity_split_hydration":4,"video_duration_counter_new_format":1,"video_force_grid_on_premordie":1,"int_online_summarization_video_snippet":1,"video_morda_header_nav":1,"video_nohost_full_filter":0,"video_baobab_blockstat":1,"video_thumb_poster_full":1,"video_scrollpages":2,"video_serp_desktop_block_design":1,"video_nohost_youtube_filter":0,"video_viewer_host_link_mode":1},"slots":["1414493,0,90;1480629,0,66;1500307,0,89;1489228,0,98;1152685,0,36;1502345,0,58;1506567,0,8;1512816,0,76;260554,0,85;45959,0,60;1515333,0,73;1497990,0,17;1509939,0,36;1501449,0,69;1507235,0,84;1512234,0,84;1373787,0,36;1509935,0,98;1508270,0,67;1215705,0,55;241534,0,45;120693,0,69;123856,0,14;124063,0,91;1517008,0,56;4,0,74;1516058,0,63;912217,0,49;1304310,0,21;284409,0,21;1510734,0,87;45974,0,30;124077,0,50;151171,0,35;1281084,0,47;715045,0,92;287509,0,27;1447467,0,16;1350547,0,92;1482982,0,89;1499822,0,86"],"isYandexNet":false,"platform":"desktop","isEnLogo":true,"retpath":"https%3A%2F%2Ftwitter.yandex.com.tr%2Fvideo%2Fsearch%3Ftext%3DQdrant%2BVector%2BSearch","mordaUrl":"//yandex.com.tr/","videoSearchUrl":"https://twitter.yandex.com.tr/video/search?text=Qdrant+Vector+Search","settingsUrl":"https://yandex.com.tr/tune/search/","helpUrl":"https://yandex.com.tr/support/video/","legalUrl":"//legal.yandex.com.tr/termsofuse/","feedbackUrl":"https://yandex.com.tr/support/video/troubleshooting.html","basename":"/video","currentPageName":"search","isYandexApp":false,"isYandexAppAndroid":false,"isYandexAppIos":false,"isAnyYaBro":false,"isAndroid":false,"isHamster":false,"serpid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","backUrl":"//ya.ru","url":"https://twitter.yandex.com.tr/video/search?text=Qdrant+Vector+Search","isIntegrationTest":false,"isEndToEndTest":false,"shouldDropLogs":false,"seo":{"title":"Qdrant Vector Search: Yandex'te 2 bin video bulundu","description":"Результаты поиска по запросу \"Qdrant Vector Search\" в Яндексе","keywords":"яндекс видео, поиск видео, смотреть онлайн, сериалы, фильмы, клипы","shareTitle":"Qdrant Vector Search — Яндекс — поиск по видео"},"isEmbedded":false,"isPumpkin":false,"sessionCsrfToken":"y55bf8ea104cf0218fd5829ffd0adf703","reportFeedbackBaseProps":{"initEmail":"","metaFields":{"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)","userTestids":"1414493,1480629,1500307,1489228,1152685,1502345,1506567,1512816,260554,45959,1515333,1497990,1509939,1501449,1507235,1512234,1373787,1509935,1508270,1215705,241534,120693,123856,124063,1517008,4,1516058,912217,1304310,284409,1510734,45974,124077,151171,1281084,715045,287509,1447467,1350547,1482982,1499822","queryText":"Qdrant Vector Search","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","userRegionName":"","userRegionId":"id() {\n return this._region.id;\n }","yandexuid":"2178160471774150595","uid":"0","isChildAccount":false}},"userTestids":"191768,238743,246500,253288,265553,270072,277807,274239,294077,278842,331010,338398,359879,415420,644350,652605,645301,679708,689693,690449,696466,696473,722746,740796,776165,771230,781521,790415,801982,851450,886706,883477,900639,931367,937268,969063,935488,945314,989988,982463,991363,990185,1015567,1011895,1035320,1033956,1035241,1036046,1087297,1060131,1071879,1078818,1077703,1116602,1045814,1131637,1144233,1151726,1156933,1174275,1173000,1167408,1202006,1194718,1221235,1228280,1239596,1226860,1246754,1276447,1289213,1316370,1313283,1321224,1300570,1320679,1352408,1342688,1344637,1341968,1345362,1343279,1367583,1336673,1348424,1382036,1391511,1384451,1402882,1407422,1417605,1424780,1429092,1438908,1444206,1449283,1452713,1457995,1459585,1461130,1492788,1495633,1509771,1299604","regionId":20815,"isYaRu":false,"shouldUnmountSearchPageInViewer":false,"videoGlobalContext":{"platform":"desktop","isPumpkin":false,"language":"tr","user_time":{"epoch":"1774150618","tz":"America/Louisville","to_iso":"2026-03-21T23:36:58-0400","__is_plain":1},"isHermione":false,"shouldStubImages":true,"enableVideoPreviewInHermione":false,"reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","isEmbedded":false,"shouldShowMainPageButtonInViewer":false,"shouldDisableWebp":false,"removeLinkPrefix":"/video","shouldUseHighresPreview":true,"shouldCutSnippetTitle":true,"shouldShowPlusBadge":true,"reportFeedbackBaseProps":{"initEmail":"","metaFields":{"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)","userTestids":"1414493,1480629,1500307,1489228,1152685,1502345,1506567,1512816,260554,45959,1515333,1497990,1509939,1501449,1507235,1512234,1373787,1509935,1508270,1215705,241534,120693,123856,124063,1517008,4,1516058,912217,1304310,284409,1510734,45974,124077,151171,1281084,715045,287509,1447467,1350547,1482982,1499822","queryText":"Qdrant Vector Search","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","userRegionName":"","userRegionId":"id() {\n return this._region.id;\n }","yandexuid":"2178160471774150595","uid":"0","isChildAccount":false}},"deviceDetect":{"OSFamily":"Unknown","isTV":0,"x64":0,"GoogleToolBarVersion":"","MultiTouch":0,"BrowserBase":"","YandexBarVersion":"","isTablet":0,"YandexBar":0,"hasWebOmni":0,"isTouch":0,"hasYandexCamera":0,"isMobile":0,"DeviceKeyboard":"","device":"desktop","TurboAppPlatformVersion":"","historySupport":0,"BrowserShellVersion":"","DeviceVendor":"","isBrowser":0,"hasFlash":0,"MailRuSputnikVersion":"","isSameSiteSupported":0,"BrowserBaseVersion":"","BrowserVersionRaw":"","hasWebVert":0,"DeviceId":"","error":"","MailRuAgent":0,"ScreenWidth":0,"inAppBrowser":0,"hasHTML5":0,"isEmulator":0,"J2ME":0,"MailRuAgentVersion":"","BrowserEngineVersionRaw":"537.36","isRobot":1,"__is_plain":1,"BrowserEngineVersion":"0537.0036","BrowserName":"Unknown","DeviceModel":"","BrowserEngine":"WebKit","DeviceName":"","OSVersionRaw":"","OSName":"","GoogleToolBar":0,"ScreenSize":"","isTurboApp":0,"MailRuSputnik":0,"YaBuildName":"","isWAP":0,"PreferMobile":0,"DesktopMode":0,"BrowserVersion":"","BitsPerPixel":0,"BrowserShell":"","YaGUI":"","isBeta":0,"OSVersion":"","ScreenHeight":0},"nonce":"2944702302921893497734","disableDoc2DocHostLink":false,"shouldHideChannelLink":false,"disableChannelLink":false,"userConnectionRtt":160,"animated":false,"isDoc2DocScrollFix":true,"smartDesktopLayout":true,"enableVIImprovements":false,"enableLazyPoster":false,"isAdvDisabled":false,"isVideoTranslationSupported":false,"isSummaryDisabled":false,"isSummaryOnlineEnabled":true,"shouldRenderBroSummaryApiContainer":false,"shouldDropLogs":false,"shouldUseBeacon":false,"hasAdBlock":false,"rknWarnHosts":[""],"relatedAdvRootMargin":400,"postInstreamScreenDuration":2000,"minVideoDurationForInstream":120,"isInstreamEnabledInTesting":false,"wildcard":false,"isAdvUnderPlayerRedesign":false,"disableEarlyEventsUnsubscribe":false,"showDebugRelatedURL":false,"shouldUseBetaErrorLogging":false,"shouldShowMetaUnderPlayer":false,"isVideoViewerMetaTitleHidden":false,"isStickyPlayerDisabled":false,"headerNoFavicon":false,"headerBranded":false,"shouldCensorSensitiveContent":false,"shouldCensorShockContent":false,"isAdvUnderPlayerTransparent":false,"isDoc2DocGridLayoutEnabled":false,"detailsRedesignEnabled":false,"detailsRedesignV2Enabled":false,"detailsRedesignV3Enabled":false,"isD2DEmptyLoadFixDisabled":false,"isRoundedPlayerEnabled":false,"isSettingsToolbarRedesign":true,"isDoc2DocEmptyRetryEnabled":false,"isAdvUnderPlayerWithBackdrop":false,"isTouchAdvWithBackdrop":false,"isDoc2DocErrorScreenEnabled":true,"isDoc2DocFeedbackKebabEnabled":true,"isCommentsEnabled":false,"isCommentsCountOnSnippetsEnabled":false,"isCommentsSmartNonStopEnabled":false,"isVideoMainButtonInitiallyCollapsed":false,"isAdvUnderPlayerWithInnerPadding":false,"isKebabAdvancedActionsEnabled":false,"isKebabOnTouchVideoSearchEnabled":false,"isAdvVideoListLikeUnderPlayer":false,"isSummaryInMetaButtons":false,"isSummaryInMetaButtonsDesktop":false,"isMetaCommentsButtonEnabled":false,"isCommentsAuthPopup":false,"preventAdvHideOnEmpty":false,"isPlayerChangeCounterEnabled":false,"isSmallTitle":false,"shouldRestoreMuteState":false,"isAdvUnderPlayerWithSlider":false,"isAdvUnderPlayerCommentsAligned":false},"shouldShowAdvId":false,"isAdultQuery":false,"isSensitivePage":false,"showSensitive":false,"showShock":false,"shouldReplaceHref":false},"user":{"tld":"com.tr","isEuDomain":false,"login":"","passportId":"","isLoggedIn":false,"locationName":"Columbus","isFamily":false,"yandexuid":"2178160471774150595","ugcCsrfToken":"","family":1,"isChild":false},"config":{"skinMode":"system","skin":"light","version":"releases-frontend-video-v1.1790.0__5c356d3750240dff6764250084ec02a0a6084cd6","isGridSupported":false,"advConfig":{"under-player":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"under-player-lite":{"regular":{"default":"R-I-48058-728"},"adult":{"default":"R-I-474674-103"}},"under-player-old":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"video-list":{"regular":{"default":"R-I-48058-708","mail":"R-A-13411721-2"},"adult":{"default":"R-I-474674-101","mail":"R-A-13426421-2"}},"search-list":{"adult":{"default":"R-I-474674-135","mail":"R-A-13426421-23"},"regular":{"default":"R-I-48058-751","mail":"R-A-13411721-23"}},"search-grid-row":{"regular":{"default":"R-I-48058-718","mail":"R-A-13411721-4"},"adult":{"default":"R-I-474674-109","mail":"R-A-13426421-4"}},"search-grid-head":{"regular":{"default":"R-I-2120168-7"}},"search-list-right":{"regular":{"default":"R-I-8843654-1"}},"before-player-old":{"regular":{"default":"R-I-2120168-1"}},"before-player":{"regular":{"default":"R-I-2120168-1"}},"search-grid-inplace":{"adult":{"default":"R-I-474674-126","mail":"R-A-13426421-16"},"regular":{"default":"R-I-48058-742","mail":"R-A-13411721-16"}}},"isSkinInitedOnClient":false},"counters":{"params":{"useBeacon":false,"clickHost":"twitter.yandex.com.tr/clck","pid":197},"dict":{"viewer":"2921","user":"538","info":"1275","sources":"1500","select":"775","close":"486","open":"842","source":"186","link":"513","click":"882","tech":"690","player":"1242","change":"719","summary":"3410","init":"1309","item":"22","button":"440","shown":"3780","copy":"1276","text":"232","load":"1724","fallback":"2010","channel":"1345","hide":"1656","serp":"471","pager":"405","down":"601","up":"600","footer":"295","more":"75","page":"143","loaded":"1007","grid":"3223","support":"2458","client":"2989","layout":"54","list":"436","duration":"2136","within":"3247","on":"10","off":"11","host":"3052","supported":"3761","enable":"2396","disable":"2395","full":"318","video":"231","translation":"347","distrib":"316","onboarding":"2045","filters":"618","lang":"1144","advanced":"255","apply":"2461","reset":"3236","short":"142","toggle":"237","request_entry_completed":"2021","snippet":"254","icon":"1167","abuse":"1436","submit":"297","extralinks":"3557","feedback":"296","wizard":"358","incut":"1073","out":"3218","popup":"1544","scroll":"768","show":"487","retry":"3545","region":"287","help":"177","settings":"1137","recommendations":"2671","home":"1319","soo":"65","youtube":"624","google":"66","bing":"568"}},"clips":{"items":{"4572208014057534799":{"videoId":"4572208014057534799","docid":"34-3-1-ZD9379D7E6E2B6F1E","description":"Explore the core data model of Qdrant — points, vectors & payloads! vector + metadata search — a critical foundation before tackling distance metrics, chunking, indexing and more. 📘 Explore the...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/752531/5e7af0a20c3113c2b8fa60ddae28a5f5/564x318_1"},"target":"_self","position":"0","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DQ6ZalzJ8dv8","linkTemplate":"/video/preview/4572208014057534799?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Qdrant Essentials | Creating Vectors and Embeddings for Vector Search in Qdrant","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=Q6ZalzJ8dv8\",\"src\":\"serp\",\"rvb\":\"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_E64IggQkAYAEKyqLARABGniB_wQAAQT7AOn8A_z6AAEAFREPBvUDAgD_-ff9BwT-APcB9w36AAAACwQH9_sAAAAJ9fb-9v4AAAwBAP_qAP8AGA8J_vQAAAALB_YJ_gEAAOz-8_gCAAAA_RD_A_8AAAAJAgn_AwAAAP4DGPoAAAAABf0C-AAAAAAgAC2aXMY7OBNACUhOUAIqcxAAGmAUCAAiKRLm3uwV3cvl-AQNBw3v9AQA_9qH_-se3e0WC9qo3vr_PLYO9akAAAAI6gQO9ADccODXwTQL_Pb62PQSB38BH-8KIDX56w0Z7gb0BPIV62EA1_nw-xC1smsKOC4gAC1ehSc7OBNACUhvUAIqrwYQDBqgBgAA6EEAAAxCAACwQQAAkEEAAIhBAACQQQAAuEEAALDBAACewgAA0EEAAOhBAABwwQAAkEEAAKDAAAAIQgAAvMIAABTCAABQQgAAYMEAANjBAAAYwgAAiMEAAMDAAADgwAAAAMIAAIBBAACgwAAAQMIAAGhCAACaQgAANMIAACBBAAAgwQAA0EEAAIDAAAA4wgAAjsIAAJBCAADgwAAAoEEAALZCAAAIwgAAVEIAAFBCAAA8QgAATMIAAEDAAACowQAA9kIAADjCAAB8wgAAAEEAAOhBAACQwQAAYEEAAMBAAADAwgAA4MAAAEBBAACowQAAmEEAAKjBAADAwQAA6MEAAEDBAACgwQAAUEEAAHDBAABUQgAAuMEAABBCAAAQQQAAeMIAABRCAACAwQAA-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_AACgPAAAK78AAOa-AABMvgAAyL0AABA9AABkPgAAmL0AAIC7AABQvQAAiD0AAFA9AAAMPgAADz8AAH8_AAAQvQAAqj4AAIg9AAAQvQAARD4AADC9AABAvAAAQLwAAFQ-AADSPgAAUD0AAAy-AAAwvQAAhj4AALo-AAAsPgAA6L0AAMK-AABUvgAAjr4AAKi9AAD4vQAArr4AAKA8AAC-PgAArj4AAOK-AAAsvgAAzr4AAKA8AACavgAAmD0AAKi9AAC4vQAAEL0AAF8_AABQvQAAqj4AAAU_AAAQvQAArr4AAEC8AABEPiAAOBNACUh8UAEqjwIQARqAAgAAfL4AACw-AACovQAAGb8AAMi9AABAvAAAmD0AAPg9AAAMvgAAHD4AABS-AABcvgAAcL0AAIa-AAAUvgAAQDwAADS-AABHPwAAoDwAAGw-AAAsPgAAPL4AAAQ-AAAMvgAA6L0AALg9AACqvgAALD4AAFy-AADgvAAABD4AAHA9AACYvQAAXD4AAFw-AAC2vgAAAT8AAKA8AACWvgAA4DwAAIo-AACovQAAyL0AAKC8AACYvQAAcD0AAH-_AABsvgAAmr4AAFA9AAA8PgAALD4AAJo-AABMPgAAyD0AAOA8AAAMvgAAiD0AAKg9AABAPAAAiD0AAHQ-AAAsvgAAFL4gADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=Q6ZalzJ8dv8","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["4572208014057534799"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"15797976180779233757":{"videoId":"15797976180779233757","docid":"34-9-11-ZD359FCC03944E1FC","description":"Learn how Qdrant analyzes context and meaning in data to deliver precise recommendations and search results. See how it transforms unstructured data like text, images, audio, and video into...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1534844/704f7fdd51cc1fa8b7ae36dabacdea3a/564x318_1"},"target":"_self","position":"1","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DmXNrhyw4q84","linkTemplate":"/video/preview/15797976180779233757?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"How Vector Search Algorithms Work: An Intro to Qdrant","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=mXNrhyw4q84\",\"src\":\"serp\",\"rvb\":\"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_wABCf4I9_7-APEB9wIIAf8A7P38AwT_AAALAwf4-wAAAPUBA_vz_wEADgD9A_sAAAATBQb5-AAAAA778wz_AQAA8Pv8AwMAAAACCgQFAAAAAPj9CwUBAAAAABAN9QAAAAAG9QD1AAAAACAALWoszzs4E0AJSE5QAipzEAAaYAf_AAYqDcrYBevbwNLoAiDoDOTl8Pz_4IH_HTH2yRj6D5nzEv8zxgHgmwAAABGv9tuyAPpwKLjNE_4C_wTXMhoDYQP2_QIZP_nf_Tr0G8Pr9_nuOQDkARgP95C9Py8OJSAALbVcHjs4E0AJSG9QAiqvBhAMGqAGAABEQgAAuEEAAIJCAAAgwQAAmEEAAAAAAADgQQAAAEEAAGDCAACgQQAAuEEAACTCAACwwQAAsMEAAAxCAAAgwgAALMIAABBBAAAQQgAAMMIAALjBAAAkwgAAgD8AAIA_AACAwQAAkEEAANjBAADgwQAAGEIAAHxCAACCwgAAwMAAAMDBAADAQAAANMIAAJ7CAACgwgAApkIAAIA_AAAwQgAAHEIAAIA_AAAEQgAAMEIAAKBBAADwwQAAQMAAAIC_AAD2QgAAuEEAAKDCAAAQQQAA-EEAAPDBAABAQQAAYMEAAMjCAADwQQAAyMEAAAAAAADAQAAAyMEAAIDBAABYwgAAQMAAABTCAABAwAAAoMEAAJZCAACIwQAAAEEAAGhCAABIwgAAWEIAABBBAAAwQQAAqMEAAMDBAAC4wQAAREIAAEzCAACQQQAABEIAAKBBAADoQQAAmMEAAFBBAADAQQAAMEIAANBBAADIwQAAIEIAAIA_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-AAAcvgAAnj4AAOC8AAD2vgAAF78AADy-AAAQvQAAgDsAAEw-AACAuwAAQLwAAFC9AADoPQAAmD0AALg9AAD-PgAAfz8AAHC9AABkPgAAgLsAAOi9AADYPQAAyD0AAOA8AACAuwAAFD4AAL4-AABQPQAA2L0AAJg9AADSPgAAoj4AANg9AABEvgAAqr4AACy-AAAMvgAADL4AABS-AACyvgAA4DwAAFw-AACWPgAAPL4AADA9AAC2vgAA4LwAABS-AACgPAAA4DwAAIA7AABAvAAALT8AABC9AACqPgAA3j4AAJi9AABUvgAAqD0AAJY-IAA4E0AJSHxQASqPAhABGoACAACivgAAij4AAOC8AAD-vgAAiD0AAMg9AACYvQAAqD0AAIC7AAAMPgAAjr4AAIa-AADgPAAAbL4AAIC7AAAQvQAAED0AADc_AADYvQAAhj4AAIg9AADgvAAALD4AAEA8AABAPAAAyD0AADy-AAA0PgAAmL0AADC9AACIPQAABD4AANi9AABUPgAAmD0AAIK-AAARPwAAcL0AAEy-AABAPAAAQLwAALi9AAAkvgAAcD0AAHC9AABAPAAAf78AANi9AADivgAAxj4AAEA8AAAQPQAA2D0AALI-AADgvAAAUD0AAJi9AABQPQAAQDwAABw-AACIPQAAHD4AAAw-AADYvSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=mXNrhyw4q84","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["15797976180779233757"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"2276914262285193099":{"videoId":"2276914262285193099","docid":"34-10-15-ZE4E98BA2ABE01ED8","description":"Build your first vector search system with Qdrant — fast and production-ready. In this hands-on tutorial from Day 0 of the “Essentials” course, you’ll walk step-by-step through the process of...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3242300/22593caeabe62ad754f497ae5ee4b007/564x318_1"},"target":"_self","position":"2","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D_83L9ZIoOjM","linkTemplate":"/video/preview/2276914262285193099?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Qdrant Essentials | Building Simple Vector Search in Qdrant","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=_83L9ZIoOjM\",\"src\":\"serp\",\"rvb\":\"Eq4DChM0NTcyMjA4MDE0MDU3NTM0Nzk5ChQxNTc5Nzk3NjE4MDc3OTIzMzc1NwoTMjI3NjkxNDI2MjI4NTE5MzA5OQoUMTI0NDYzNTk5MDI4ODkzNzEzODUKFDEyMTYyNTkyMzI3NjQxNjYzOTU4ChMzMTcxNjI4NTY3MzIxMjgyNzgyChQxNzM2MjY4Mzk4MTM4OTc5MTE4NQoTNjE4MjU4NTIwNTI4OTk2ODU1NwoTMjM3NDkwMjI5MTk3MjAyMDQ5OAoTNDU3MjcxMDY3NzUxODA0MTI2MgoTMTM2NzkzNjY2MDYzMTc4MTgxMgoTODY5OTMxMzQxNzYyMjk2NDU0OAoUMTU5OTc1NzE4Nzk3MDY5NTQxMzAKFDE3NDU5MzkwMjc4MTEwNDU2NzE4ChM3MTQwMjkzNTcxMDAyNzkyMzY4ChQxMTM3OTg2NDY5OTI0OTI5NzcyNwoUMTA2Mjc2MjY3OTI3NTU4ODEyMTAKFDEzMzIxMDYyMzUyNTQzNDQ2NzI1ChQxNzkwNTQ1Mjk5ODQ4OTc1NTI1NgoTMTM0MzI2NTc4NTU4Njc5Mjg5NBoVChMyMjc2OTE0MjYyMjg1MTkzMDk5WhMyMjc2OTE0MjYyMjg1MTkzMDk5aq8NEgEwGAAiRRoxAAoqaGhscWxka29ldGh4ZXRlY2hoVUM2ZnRtOFB3SDFSVV9MTTFqd0cwTFFBEgIAEioQwg8PGg8_E9EEggQkAYAEKyqLARABGniBAP3__v4DAPD_A_7_AgABEAgDC_YBAQDy-_38BwEAAAUE_AQBAQAADwEA-wQAAAD_8v_4-P4BAAsBAP_sAP8AEgMRAP4AAAABBu8LAAEAAO7-APYCAAAABQr8Af8AAAAC_Q0BAAAAAPIKDPYAAAAABv0NAQAAAAAgAC1S99o7OBNACUhOUAIqcxAAGmAgAgAiIQL21gEI6tTZ5hwGAAbi_-_7_-qc__0M1v3vJe-j6AH_PNcH7awAAAAF7wAI6wABaPXI2RkB-vzY2uEHCX8DIPwwKzMEtSEJ-BzqCPAoDGkAufDiHgzmwUsBMRogAC3QODA7OBNACUhvUAIqrwYQDBqgBgAAAEIAAAxCAADQQQAAQEEAAJBBAADIQQAAkEEAAIjBAACkwgAAuEEAANBBAABwwQAAYEEAAODAAADYQQAArsIAAATCAABQQgAAkMEAANjBAAAEwgAAkMEAAODAAAAAAAAAIMIAAJBBAABAwAAAQMIAAGhCAACoQgAALMIAAKBAAACAwAAAcEEAAIC_AAA4wgAAgMIAAIZCAAAAwQAAoEEAALBCAAAIwgAAaEIAAHRCAAA8QgAAPMIAAABAAACIwQAA9EIAAFDCAACIwgAAoEAAAOhBAACowQAAmEEAAIC_AACywgAAwMAAALBBAACYwQAAkEEAANDBAACwwQAA-MEAAJjBAACYwQAAkEEAANDBAABIQgAAwMEAAPhBAABAQAAAfMIAACBCAABgwQAA6MEAAATCAABwQQAA2MEAAABAAABIwgAAsEEAAIhCAAAgwQAAyEEAAAAAAACAwQAA4EEAABxCAADYQQAAsMEAALhBAADoQQAAoMAAAGBBAAAAwgAA0MEAAIJCAABgQQAAQMIAAHDCAACYQQAAqEIAADDCAAAMQgAAmEEAAIhBAAC4wQAAVEIAAHRCAAAIQgAA-MEAAAxCAAAQwgAA2EEAAPhBAACQQQAA2MIAAAhCAAAAwQAAMMEAAPDBAABQwgAABMIAAIhCAAAsQgAAAMAAACTCAACowQAAPMIAAABCAAAAAAAAmMEAACRCAAC-QgAAmEIAAGjCAACAPwAAJMIAAMBBAACgQAAAcMEAAIJCAAAcQgAAkkIAAFBBAAC4wQAAwMAAAADBAADYQQAAAEIAAJTCAAAAQAAAAMEAABhCAACywgAA2MEAAATCAADgwQAAFEIAAIC_AADQQQAAwMEAAAAAAACOwgAA4MEAABBCAAAwQQAAskIAAOhBAAC4wgAAAAAAAKjBAAAQwgAAEEIAABhCAAAIwgAACMIAAGBBAACKQgAAJMIAAIDCAAA0wgAAgMEAALBBAADAwQAAUMIAAJxCAAA0wgAAoEAAAJTCAAAAQQAAoMAAAJBBAADgwAAAMEEAAAxCAABQQQAAHMIAABzCIAA4E0AJSHVQASqPAhAAGoACAABEvgAAHL4AAKC8AACKPgAAuL0AAO4-AADoPQAACb8AAPa-AABUvgAAFL4AABC9AAAwPQAAVL4AABC9AADIvQAAgLsAAOA8AABMPgAA_j4AAH8_AABwPQAAdD4AAMg9AACovQAAij4AAFC9AAAwPQAAyD0AAJY-AADiPgAAgDsAAOC8AADoPQAA0j4AAMI-AAAkPgAAFL4AAM6-AAAsvgAAJL4AAKi9AACYvQAAwr4AAJg9AAD6PgAArj4AALK-AAAMvgAAhr4AABQ-AACevgAA-D0AAFS-AABQvQAAUL0AAD0_AACYvQAAgj4AAJ4-AADIvQAAbL4AAOA8AADIPSAAOBNACUh8UAEqjwIQARqAAgAArr4AAAw-AAC4vQAAF78AAKC8AAAwPQAAUD0AAPg9AAAMvgAA6D0AAFy-AAAcvgAAuL0AAHS-AAAsvgAAED0AAES-AABJPwAAqL0AAHQ-AADYPQAAHL4AAEA8AABwvQAADL4AAKC8AACuvgAAqD0AAAy-AAAwvQAA6D0AADA9AABAvAAAJD4AAJI-AACqvgAADT8AALi9AACavgAAmD0AAIg9AAAsvgAA2L0AADC9AACovQAAUD0AAH-_AABMvgAAtr4AAIA7AAB0PgAADD4AANI-AAAUPgAAMD0AAEA8AAD4vQAAoDwAADw-AADYPQAAiD0AAFw-AAAcvgAAyL0gADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=_83L9ZIoOjM","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["2276914262285193099"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"12446359902889371385":{"videoId":"12446359902889371385","docid":"34-5-7-Z92314366B3B65285","description":"Supercharge scalability with Qdrant’s HNSW indexing. starts broad and drills down fast.  • Three core parameters you can tune: (1) m (connections per node) — more links = higher accuracy, more...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/367527/21cea61390e966c7f967e6645a1dd99d/564x318_1"},"target":"_self","position":"3","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D-q-pLgGDYr4","linkTemplate":"/video/preview/12446359902889371385?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Qdrant Essentials | Fast Vector Search with Qdrant HNSW Indexing","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=-q-pLgGDYr4\",\"src\":\"serp\",\"rvb\":\"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_AQA-QcFCAAG_QITDw0G9gICAPP7_fwHAQAA8wAABv4AAAAPAQD7BAAAAAL-_fb0_QEAEAcBC_YAAAAYAv0A-AAAAAEF8AsAAQAA9v_0AgP_AAAMAQoFAAAAAAL9DQEAAAAA-QMM-wAAAAAC_AUAAAAAACAALR2W3zs4E0AJSE5QAipzEAAaYC0BAAI9G_O_EQzf3en5Bfr4G-D68BT_14H_B_2-5fQP-qP3B_9OyQLwoAAAAPrd_wzhAPp46OXJG_vjDvTJ6wARXPUTDyU3LfPPAkXYAdQK_Q4XVQC3_OIhC6-fWBY5ESAALeIUIDs4E0AJSG9QAiqvBhAMGqAGAAAAQgAAwEEAAIBBAACIQQAAIEEAAMBBAAAkQgAAQMAAAJjCAACYQQAAIEIAAODBAABQQQAAwMAAALBBAACuwgAA8MEAAFRCAABAwQAAmMEAAIDAAACgwQAAQMAAAIjBAAAwwgAAiEEAAJDBAAA4wgAAgEIAAKpCAAAIwgAAQMAAAKDAAACwQQAAmMEAAEjCAAB0wgAASEIAAEBAAAAgQQAAkEIAALjBAABcQgAAaEIAAERCAAAwwgAAMEEAAIjBAADoQgAAUMIAAHjCAABwwQAA6EEAACDBAACQQQAAgEEAAJ7CAAAwwQAAyEEAALjBAADAQAAADMIAALDBAADowQAAyMEAAIC_AACQQQAAgMEAADxCAAAwwQAA2EEAAEBBAABcwgAA-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-AACIPQAAED0AAMI-AAAsvgAA-j4AALg9AAAdvwAA-r4AACy-AACIvQAATL4AAFQ-AAAwvQAAqD0AABy-AAAUPgAAcD0AACw-AAAXPwAAfz8AAFC9AADGPgAAQDwAALi9AABsPgAAUL0AAOC8AABAvAAAdD4AAOI-AADYPQAAEL0AADA9AACyPgAAdD4AAFA9AACIvQAA5r4AAJ6-AAAUvgAAuL0AAJi9AADOvgAAuL0AAAc_AAC-PgAAB78AAIK-AADOvgAAMD0AAEy-AABEPgAAcL0AALi9AABQvQAAYT8AAIA7AADCPgAAsj4AAAy-AADGvgAA4LwAAMg9IAA4E0AJSHxQASqPAhABGoACAACWvgAAdD4AALi9AAAfvwAAUL0AAIA7AADoPQAAiD0AACS-AAAkPgAADL4AAFy-AAAwvQAArr4AAAy-AACgPAAAbL4AAFc_AABwvQAATD4AAJg9AAB0vgAA-D0AAHC9AAAUvgAAQDwAAOq-AAAMPgAAPL4AAEy-AADYPQAAQDwAAIA7AABMPgAAhj4AALK-AADmPgAAuL0AAGy-AAAwPQAAPD4AAPi9AAA8vgAA-L0AABS-AACYPQAAf78AAI6-AACavgAAoLwAAHQ-AAAMPgAAwj4AAGQ-AACgvAAAgLsAACy-AAC4PQAA2D0AADA9AADgPAAAVD4AACS-AAC4vSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=-q-pLgGDYr4","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["12446359902889371385"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"12162592327641663958":{"videoId":"12162592327641663958","docid":"34-7-16-ZEA4FAB7E8BF88B7A","description":"The session provides the details of how to do a similarity search with Qdrant , a vector database We go through the several steps ✅ Install Qdrant and run Qdrant in our machine ✅ Insert data into...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3372075/b592569cb5550454faad59f9b5eb1c0e/564x318_1"},"target":"_self","position":"5","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DQbFPRzim9ug","linkTemplate":"/video/preview/12162592327641663958?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"03 - Neural Search with Qdrant [ Vector Database ]","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=QbFPRzim9ug\",\"src\":\"serp\",\"rvb\":\"Eq4DChM0NTcyMjA4MDE0MDU3NTM0Nzk5ChQxNTc5Nzk3NjE4MDc3OTIzMzc1NwoTMjI3NjkxNDI2MjI4NTE5MzA5OQoUMTI0NDYzNTk5MDI4ODkzNzEzODUKFDEyMTYyNTkyMzI3NjQxNjYzOTU4ChMzMTcxNjI4NTY3MzIxMjgyNzgyChQxNzM2MjY4Mzk4MTM4OTc5MTE4NQoTNjE4MjU4NTIwNTI4OTk2ODU1NwoTMjM3NDkwMjI5MTk3MjAyMDQ5OAoTNDU3MjcxMDY3NzUxODA0MTI2MgoTMTM2NzkzNjY2MDYzMTc4MTgxMgoTODY5OTMxMzQxNzYyMjk2NDU0OAoUMTU5OTc1NzE4Nzk3MDY5NTQxMzAKFDE3NDU5MzkwMjc4MTEwNDU2NzE4ChM3MTQwMjkzNTcxMDAyNzkyMzY4ChQxMTM3OTg2NDY5OTI0OTI5NzcyNwoUMTA2Mjc2MjY3OTI3NTU4ODEyMTAKFDEzMzIxMDYyMzUyNTQzNDQ2NzI1ChQxNzkwNTQ1Mjk5ODQ4OTc1NTI1NgoTMTM0MzI2NTc4NTU4Njc5Mjg5NBoWChQxMjE2MjU5MjMyNzY0MTY2Mzk1OFoUMTIxNjI1OTIzMjc2NDE2NjM5NThqrw0SATAYACJFGjEACipoaGtsdGptanpoYXJmcXVjaGhVQ0ZnUEpnc21IOHU2N1N2dkxLLXRMR2cSAgASKhDCDw8aDz8TmgSCBCQBgAQrKosBEAEaeIHqBQL6_gIA5_4A-wT_AQAMCgf_9gEBAPEB9wIHAf8A6QD7C_7_AAAGDP8FBAAAAPT29PH-_wAADQD9A_sAAAAIAAQE_AAAAA778wv_AQAA6_cC_wMAAAADAggHAAAAAAL8DgEAAAAA8QoM9QAAAAAF__r2AAAAACAALbqI1Ts4E0AJSE5QAipzEAAaYBQIACYGFezK7ezl8uzsAPsM5uX-7uAA77sA6w8C0P73_KvgAv8_4BEBuAAAAAPs9hEoAM1WFfXDGw4CFC3PBCf9f-cmHSEuHgQBBwT5A_QA9tMCOwDn_ewM_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_AABwwQAACMIAADTCAABAQQAAAEIAANBBAAAAAAAANMIAAGjCAADwwQAAEEEAAKBAAACoQQAAgEIAABBCAABgQQAAmEEAAIBAAABgwQAAqsIAANDBAADIQQAATEIAAAzCAACgwAAA4MEAAJjCAAAcQgAAAAAAAMDAAACgwQAAAEIAAEBBAAAAQAAAIEEAAIDAAAAwwQAApsIAABDCAABcQgAAgEAAABBCAABMwgAAoMEAACBBAACAvwAApEIAANBBAAA4QgAAqEEAAEzCAACAwQAAcMEAAEDAAADAQQAAIEEAADDCAAAQwQAAlEIAAAAAAACAwAAABMIAADRCAABAQAAAUEIAABTCAAAkwgAA6EEAAIC_AAAgQQAAvMIAAHTCAACIQQAAYMEAACBBAADYQQAAJMIAAODAAACGwgAAWMIgADgTQAlIdVABKo8CEAAagAIAADS-AACovQAAjj4AABQ-AAAUvgAA9j4AAEA8AAArvwAACb8AALg9AACYvQAARL4AAL4-AACYvQAAPD4AAMg9AADoPQAAmD0AAAQ-AADePgAAfz8AAKC8AAAsPgAAiD0AACS-AADOPgAAyD0AAHC9AACoPQAAgj4AAKo-AACYPQAAyD0AAIg9AAAUPgAAij4AAIg9AAAsvgAAFL4AAI6-AACGvgAAJD4AAJg9AADivgAALD4AABc_AAA0PgAAXL4AABy-AACyvgAAij4AAGy-AACgPAAAgLsAABS-AACgPAAAZT8AANi9AADSPgAAKz8AANg9AACavgAATD4AADA9IAA4E0AJSHxQASqPAhABGoACAACavgAA-D0AAOA8AABBvwAAiL0AAOg9AACIvQAAuD0AAAy-AAC4PQAAXL4AAHy-AACovQAAUL0AAJi9AACgvAAALL4AAD8_AACgPAAAhj4AAKA8AAAsvgAAQDwAADy-AAAwvQAAEL0AAGS-AADgvAAA4DwAAAQ-AABQPQAAUD0AAKA8AACIPQAAbD4AAJ6-AACyPgAADL4AAFS-AABwPQAAEL0AADC9AADovQAAED0AAJa-AACgvAAAf78AABC9AAAcvgAALD4AACQ-AADIvQAALD4AAI4-AADYPQAAED0AADC9AADgPAAAUD0AAIg9AABEPgAA4DwAABC9AADIvSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=QbFPRzim9ug","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["12162592327641663958"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"3171628567321282782":{"videoId":"3171628567321282782","docid":"34-3-0-ZE1CFD3263D514698","description":"In this tutorial, you will learn how a semantic search engine for images can help diagnose different types of skin conditions. As part of this instruction set, you will generate embeddings and...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3072802/06f999c7b19119d7015a7c42248ee3de/564x318_1"},"target":"_self","position":"6","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DsNFmN16AM1o","linkTemplate":"/video/preview/3171628567321282782?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Image Classification with Qdrant Vector Semantic Search","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=sNFmN16AM1o\",\"src\":\"serp\",\"rvb\":\"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_E5sTggQkAYAEKyqLARABGniB8vz_9f4CAPb5BgkOBvwBEAgDC_YBAQD1APX0AwL_APcI_AH_AAAACwACAf0AAAAABAr_-_4BAAX5-wvyAP8ADAYD9gEAAAAO-_ML_wEAAOoBAQD2AgABABQICP8AAAAF9hL4AP8AAPIKDPUAAAAABgMBAAAAAAAgAC0dPdY7OBNACUhOUAIqcxAAGmAICAA1PQ7T0BMa6s3p6DMZ8uzh7wYA_9uZ_-4mytctIfyOvBj_LOcX5ZUAAP8aqgf_3gDlfwDM4D344iL12QD1F3zWQhoSU0_w3hYFIP_P_RIf9mAA2gTeMQDArTsgeCEgAC0VFRA7OBNACUhvUAIqrwYQDBqgBgAAcEEAABzCAACgQQAAAMIAAOBBAABgwQAAcEEAAEjCAACWwgAA6EEAANhBAAAAwQAAssIAALDBAAB4QgAATMIAAOjBAABAQAAAMMEAAJjCAAAAQAAAEMEAAIBBAACIQQAApkIAAABBAAAswgAAkMIAALpCAACUQgAAkMEAAOBAAAAMwgAA4EEAAEjCAACwwQAAqEEAAJBCAADAQQAAuEEAAPhBAACmQgAABEIAAHRCAACoQQAAEMIAAMDBAACQwQAA7kIAAADBAADIwQAAgEEAAODAAACYQQAAUMEAAIC_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-MEAAKDAAACQwQAAmMEAACDBAACAwAAAyEEAAATCAADgwQAAUEIAAFDBAAAAwAAACEIAAIA_AAAIQgAAwMEAAJZCAAAsQgAAuEEAAADBAADAwAAAAMEAAJBCAADwwQAAksIAAOhBAACAwQAAEMEAAIzCAACQwQAAqEEAAIA_AAAgwQAAqMEAAEjCAABUQgAAqsIAAOjBIAA4E0AJSHVQASqPAhAAGoACAABMvgAAir4AANg9AACePgAAfL4AAO4-AAAsPgAAJ78AAK6-AAAEvgAAEL0AAKg9AABcPgAAED0AAGS-AABwPQAAXD4AALg9AAAMPgAADT8AAH8_AACevgAAnj4AANg9AADYvQAAPD4AAFA9AAAMvgAALD4AALg9AACyPgAAHD4AAHC9AABwPQAAFD4AAGQ-AAAcPgAAlr4AAL6-AACovQAAtr4AAGS-AABwvQAAlr4AAOg9AAA0PgAAfD4AAO6-AADovQAAXL4AAAQ-AAC4vQAAED0AAKA8AABQvQAAEL0AAHM_AABQPQAAqj4AAKY-AAAQPQAAur4AAKC8AACAuyAAOBNACUh8UAEqjwIQARqAAgAAir4AAJI-AACCvgAAPb8AAAy-AACAOwAALD4AALg9AACovQAAuj4AADC9AADYvQAAJL4AAFy-AAA8vgAAEL0AAJK-AAAhPwAAEL0AAMI-AAD4vQAAyL0AADC9AACYvQAALL4AAIg9AABsvgAAMD0AACy-AACIvQAAUD0AAKA8AADgvAAA2D0AAKC8AADuvgAAkj4AAFC9AAA8vgAAHD4AABC9AAAQvQAAJL4AAIA7AAAMvgAA4DwAAH-_AAAsvgAANL4AAAQ-AAAcPgAAyD0AANY-AAAUPgAA6D0AABC9AADYvQAAML0AAKg9AACYvQAAiD0AAIY-AAD4vQAAyL0gADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=sNFmN16AM1o","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["3171628567321282782"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"17362683981389791185":{"videoId":"17362683981389791185","docid":"34-1-15-ZBBBEE00F6AF0CDC3","description":"We will convert text to vectors and then perform a semantic search. Prerequisites: Python, Docker Documentation : / generating-and-visualizing-vectors 00:00 - Introduction 03:00 - Visualizing...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3674424/7caa4c06ba05814ed5b134300de0ca21/564x318_1"},"target":"_self","position":"7","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D_opNdOa48Lc","linkTemplate":"/video/preview/17362683981389791185?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Vector Visualization With Semantic Search Demo | Qdrant","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=_opNdOa48Lc\",\"src\":\"serp\",\"rvb\":\"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_4A_wEA9QEDBQgF_QEQCAML9gEBAPEB9wIHAf8A7f38AwT_AAAHCAX9AgAAAPb-E_r6_wEACvwICPgAAAAW-fsA_wAAAA778wv_AQAA7PT3_wIAAAD8DAINAAAAAAX2E_gA_wAA-wEN7wAAAAAF_Pn-AAAAACAALQhh1Ts4E0AJSE5QAipzEAAaYBgKAA0EB_byBBTp7fTn5-4XGvD-6OsA7cQAERTw0f3x-9nqIgAY6BD9ygAAAAjaGRQOAOU-FvD7FQEFIAzY-RT7f_YQERhCHQHeAwH8DP_uCxIUQQD9DAMDAdjdLfgPLyAALc68dTs4E0AJSG9QAiqvBhAMGqAGAAA8QgAANEIAAGRCAACQQQAAcEEAAARCAAB8QgAAUMEAAIzCAAAgwgAAQEAAADDBAACAvwAAMMEAAChCAAAgQgAA0EEAANLCAACgQAAAhsIAAEBBAADwwQAA0EEAAHBCAADIwQAAQMAAAGDCAADwwQAA-EIAABBCAADAQQAAYEEAAObCAABQQQAAYMEAADDBAACYwQAApEIAAABAAADAQAAAMEEAAPDBAACoQQAAUEEAACDBAABMwgAAgD8AAIDAAADYQQAAMEIAAITCAAAgwQAABMIAANDBAAAMQgAAHEIAAAzCAABMwgAAIEEAAIA_AAC4wQAAKMIAAJ7CAABowgAAAEEAADTCAABAwQAA2EEAAKjBAAAAQAAAfEIAAJ5CAADwwQAAgEEAAADCAADAwAAAKMIAAIBBAAC2QgAAcMEAAGjCAADuQgAA0MEAAAhCAAAwwQAAHMIAAADAAADAwAAAWEIAAIhBAAAwwQAA8EEAACTCAADKwgAADMIAADDCAAAwwQAAIEEAAIDBAABQwgAAhMIAAChCAAA0QgAAqMEAAKDBAACAwAAAkEIAAEhCAADgwAAAbEIAACBBAADQQQAAIEEAABhCAACgwAAAbEIAACTCAACAwAAAAEAAAADAAADAQQAAjsIAAIDBAACewgAAMMIAAHBBAADIwQAAAEAAANDBAACAwQAAwEEAAILCAABQwQAAAMAAAIC_AACYQQAAkEIAAADAAADgQQAAdMIAAGRCAADgQQAAiEEAAHDBAAAsQgAALMIAAJrCAAD4QQAAAAAAACzCAAAgwQAADEIAAEDBAACAwAAAoEEAAIzCAABwwgAAuMEAAEBCAAAkQgAAQEAAABxCAAAIwgAAkMEAANDBAABgQQAA6EEAAOhBAAAcQgAAoEEAAITCAADIQQAA4EAAABBBAACAvwAATEIAAI5CAAAIwgAAAMAAAFBCAAAIwgAAGMIAADBCAAAcwgAADEIAACDBAAD4wQAAQEIAADBBAAAAwQAAMEEAAJjBAACYwQAAAEEAAMDAAABMQgAA-MEAAGDBAADIwQAANMIgADgTQAlIdVABKo8CEAAagAIAAJa-AACuvgAAUD0AAJY-AACGvgAAjj4AAMg9AAAPvwAAqr4AAIA7AAA0vgAAfD4AAGQ-AABwvQAAir4AAMg9AAAQPQAAmD0AAFw-AAD6PgAAfz8AAKK-AABEPgAAgLsAAJi9AABcPgAAcD0AALi9AABMPgAAVD4AAIo-AAAcPgAALL4AABA9AAC4PQAAJD4AACQ-AAB8vgAAyr4AALi9AACqvgAAcL0AANi9AACmvgAAbD4AAFQ-AABUPgAAxr4AAIi9AACSvgAAHD4AAPi9AACAuwAAcL0AAFA9AACgvAAAVT8AAIg9AACePgAA6j4AADw-AAANvwAAiL0AACy-IAA4E0AJSHxQASqPAhABGoACAABUvgAA4j4AAGS-AAA9vwAARL4AAMg9AAC4PQAAVD4AAIC7AADSPgAA4DwAALi9AAAcvgAAdL4AADy-AADgvAAA1r4AADE_AACYvQAArj4AAHC9AABEvgAAqD0AACy-AABsvgAA4DwAAFy-AADIPQAANL4AABS-AADgPAAAQLwAAKC8AADgPAAAcL0AAOq-AADoPQAAoLwAABy-AABEPgAAiL0AABy-AAAMvgAAiL0AAMi9AADoPQAAf78AACS-AAC4vQAAFD4AAFA9AADoPQAAsj4AABw-AAB8PgAAML0AAAS-AACgvAAAqD0AAIi9AAAwPQAAPD4AABC9AABQvSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=_opNdOa48Lc","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["17362683981389791185"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"6182585205289968557":{"videoId":"6182585205289968557","docid":"34-9-11-ZC5E479A9BBE13466","description":"In this tutorial, you will learn about how to get started with Qdrant and text data. In particular, you will learn about how to create vector embeddings from text data and add them to Qdrant to...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1523374/1d5a7a04295ebfd81a9aa7844ed86ace/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/ppAUSQIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"8","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DtaYoJ-mKLUI","linkTemplate":"/video/preview/6182585205289968557?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Natural Language Processing with Qdrant for Vector Similarity Search","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=taYoJ-mKLUI\",\"src\":\"serp\",\"rvb\":\"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_E_YTggQkAYAEKyqLARABGniB7gH5_fwFAAL_BQENBf4BBwMJCfj__wDuBPz4BQAAAPr1_Qf9AAAACPv-BgEAAAD3_f71-v8AAAX5-wryAP8ADAgGA_0AAAAN_PQL_wEAAPLzAQH2AgABDQgBBQAAAAADBgIHAAAAAPwHBvUBAAAABf0C-QAAAAAgAC1xht47OBNACUhOUAIqhAIQABrwAVkD2P7s3vkBv_72AMsL-v-BAAL_ORzkAOIN6QC_980Azhr6AO_uIwDuAwgArBALAcIY0_9CDg8AHBomAAYAFAAXIfgAH70aADoM8ADpE_X_4SEQ_zPfF_1Gzvz-Bwvv_gMS-_z6Ac3_0uv_AQkcLwIMBycDGgL8AcYPIgLsBhT96O0B-wMJDPrA-gMDHeb-BPwf3ARGBPQACAgQBhYh-QEB8QwCEAQEAf8NCATV6QD81hT5-QEFBwL89wz9EQoaAhD5Ggn05AHx3hAM9iUJ8wfyQQwEFAz8EO3i9ffd-wn5At0EBeMaBwwABgsC_QsEAiAALb9PJDs4E0AJSGFQAirPBxAAGsAHK_vWvpdXbj1LCTw90rqnvbhAIj1VZYS8--c5vmLCQzz7rd28pkg-Pp28SD34kqE7G2SivvgaIr2VV1i9OxlsPq4M6jyCjCU8mGPevCahurt201e98C7MvStphbwczny851kEvemiPL3YbEA8G_YLPsxMBDyzd-s8z92pvQO3ab0RrIU8DUHEPB5wGL3f_ly8J_c7Pl0kAz0nK6s89gyRPcq1Mrw--xs9QRzFvUAo-Tx_XXo7EawFPFZbGDy8Kuu8Eh24PG_Cs7zQHOM8BkrqvSAOtLlvscc8wWVfPC3Tjjt3lNQ83gydPTN51jt_4h27ezJaPSIWVrxc2yW84OFRvXANh7yBVqY799a2Parw1DloVwQ74KA9vfWR5Ty4b5o8q1WQvZEe0DzmqEg804bjPcx2aj3WdL086WsRPU0afrxM8g48IVwxPhFOsL33LpS7EOPKvaq1sLyckmI8E7ysPXAk0D3690-8wwqcvUk1xzwkKYq7UAgTPVVjLjzGFoI7Vf0FPYyahL2e-yG8JsILPVEJ2Ty1a0I85zjXvUjsCb0HT1e8ajYNPJ97Kj0xyW28z4UPPPvZPj1IU5i8kx-8vb-Q37xQ4Qq8yliYPWY5PzwadQY8d1nCvS5ORrzupTq8kQsOPSHTtTzOnAG8Ohu3vfgytLoUOWk7TQq9vDj1IT310GM7Cw3EvO8S5rykkY07jSN7PFXvOrywkUE7B-7gPXrcHrv2pQ66NYPwu_G4hzuhEQ08HRGdvRguYTzA9gc67nScPazizb0q_705DRazPAh8iT3cqfg4YzeBO7GszzyCsBI4NJ1iPQxzhz0uOx65qz2RvRpSFb4wUQo6PowVPddpJLxWc8U5GlSWveSldj3DJLU5hp7eO6t1Yr1J1f-5FbTBu7TnMrx4v7a46_gUPWmVND2hFbI4KWPXvI3-Ib1wTZu5na8DvY4IhLu_FiU5dNZCvYBSo7pzbma17Lmvu8XBmr0TgHY5ER7Iu5F9UD3vHYw2xwojvfMBIb1Nje02jsCZvRPu1byJnFa2sEKQvUwAmb0hZWO4_ehqvejpEj0iMPQ2XAA6vgETjb1g8zG5Wuq6vZmaFL7pW1K4gGDuvQQPAr0MGcO4mo-AvWcK_b1pLKk4O9qdPVlRQ71xldO4wKRCPN8DT7xudCW4PzCBPULb_zv1A8i38KeWPXZjizxbeam0-kHdPb9FJ71n6Ra3ITK2PDs54z0EGwY5KZ5pvHjNkD2h5pq4ZwmXvKYEiT2asqU3Jh5rPVot0L0fCI63IAA4E0AJSG1QASpzEAAaYET4ACMDDqXoAwfSCugIIuEM9-4V4i__4p7__BP34u8gBpj0__9R2SgPngAAACbg6yLFAPx_2sEA-NAA-_KR4izjfvDmR8sRJBnZ0Brp6sP87fgRQgDO3LMBAcCbNv41NSAALTYLFTs4E0AJSG9QAiqvBhAMGqAGAACwQQAANMIAAAhCAACIwQAAmEEAAGDBAAAAQAAATMIAAKrCAADoQQAAsEEAAEBAAACwwgAAsMEAAHxCAAA8wgAAyMEAAIA_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-AAANvwAAmr4AAAS-AAAQPQAAgDsAAEQ-AADgvAAAZL4AALg9AACoPQAAgDsAADw-AAAVPwAAfz8AAFC9AABEPgAAfD4AAOi9AADaPgAAmL0AABS-AADoPQAALD4AAJ4-AACAuwAAED0AADC9AACyPgAAhj4AAOg9AABcvgAArr4AAOC8AACWvgAAXL4AAAQ-AACKvgAAML0AAO4-AAB0PgAAmr4AADC9AABkvgAAqD0AABy-AAAkPgAA4DwAANi9AAAwvQAAWz8AAIC7AACiPgAAyj4AAEA8AACOvgAAoLwAAII-IAA4E0AJSHxQASqPAhABGoACAACSvgAAyD0AADy-AAAfvwAADL4AAEC8AABAvAAAHD4AAGS-AAAQPQAANL4AAIq-AABEvgAAJL4AABC9AAAQvQAABL4AAC0_AABwvQAAbD4AAPg9AACovQAAcL0AANi9AABQvQAAUD0AAJq-AACgPAAAED0AAKA8AACYPQAAcD0AAJi9AADYPQAAND4AAI6-AADuPgAAUL0AAGy-AABQvQAAyD0AAOC8AADIvQAAUD0AAAS-AAC4PQAAf78AABS-AABcvgAAMD0AAAw-AABAPAAAPD4AAGQ-AACoPQAAoDwAAFC9AADYPQAA2D0AAAQ-AADoPQAALD4AAJi9AAAUviAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=taYoJ-mKLUI","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":3840,"cheight":2160,"cratio":1.77777,"dups":["6182585205289968557"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false,"videoContentId":"3653173088"},"2374902291972020498":{"videoId":"2374902291972020498","docid":"34-9-8-Z09CF0F94E66B9C77","description":"Qdrant is a vector database and a similarity search engine. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications for matching, searching, recommending...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2357524/217badb8722e5ebdc8a0345d65d12557/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/Lp3YRAIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"9","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DLRcZ9pbGnno","linkTemplate":"/video/preview/2374902291972020498?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Getting Started with Qdrant","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=LRcZ9pbGnno\",\"src\":\"serp\",\"rvb\":\"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_E7ULggQkAYAEKyqLARABGniBCPf6CgH_AAQABQcBCPwCGw4ABvQDAwDjAfb_CvwCAPj6_wUFAAAAAgP59wkAAAD9-PcC-_4AABL1-QgCAAAACwAH_PwAAAABBu8MAAEAAPb__A0E_wAADP79AQAAAAD2DwEDAQAAAPQR_v0AAAAACvEBA_vz_gAgAC0HfNQ7OBNACUhOUAIqhAIQABrwAVgb1P4U4iIEuhvoAOYK9QGBAAL_PPTh_9Ln7gHR_-4B1g3nAP3vE__gBwoArBALAdEOAf8eJQsACfUf_wz7Hv8N-eQBTeQuBBvz9AHyEOf_5SP7_yn0DgA18QECOwr__RL-_wPa5tEBzfzsAPAnMgIQGhf_DBwSAckzDwLVJQr_6u_4B-MeEv-q_Af-GQwB_AwQ3v8lFd3--AwIAx8P-goM7Qn9-vAJB_8NCATV6QD87BH_B_AXAAbLIBn_JSEW-_cPHAPp2fb48RMI8T0E9PUOHvoJIun4Bxnv__fM9AD___US-Nsk_QTt_BH69gP3ACAALb9PJDs4E0AJSGFQAirPBxAAGsAHt-zYvl13qTyx1MS8TsCFvccTQTwhryc9jtm4veIQIL1mUEi9tTUyPr9rSz3xaP48s_B1vsfQlrxFZEA5_tWLPiDEnzyGqTE7K2Ccvbse1rxOXkS981kOvjhvNz12-yy7zaZIPPOOkzzMDUE9199yPgdfGL38aSg9DXgPvf4tXLxbLu252Kh9Pdcwk728GTQ6KAsPPmIEIz14PJI8dzHtPY8AKb12lhE8u42nvfKkez0jZTC8cA4VPL5vF71lMRa8H6EmPZ6ekrxvkxk8WP68vcXZnr0qS187pOt4PCU2RLzWsPy7fPFFPfsEPTnFh2G7l1PCvKl2vLzN3848s33ovVJMfDo1iva799a2Parw1DloVwQ7LnC5vATGij1fRjG6wUwAvX-0ST1TfYK804bjPcx2aj3WdL08X5b2PF-lkb3LHj86Cw4PPlxrFjyq7wC8AHMtvc2NDjw-rjI8zz6QPVz6_DwqH8K82wESvSiWAL3qRBu6StxZPfoRmrzrE8o8Wyi5PX_2I728kDO8NjK5PXQpbj2gnmM81h9hvRGWRz3DYB-8RLFLPXldHLz_1gi7WTQduzuSpj1ttii8BnXLve8dhb1hFlW5KIKjPddn8zxW2Cm7OVoaPdfcoT2D7v07aPbvPLMqHb36NF28YtgBvhB6Mb1ZyLe6nYRSvba_Tj2zyMA7R9c7PCvgubyJdAU85ipRvdiJprwdioo7LGcqPYqrT72cnVI7XDEtPY5JNb2NKiK7f74tvSFXqjxwjgS7yjT6PRN7zbxZhmE4JNDFvG0mVT1B2aU3TS2bPIlwHT04Nt04TkgGPagpeD2MXR033V5SPCEcOL3jWdg59iOFvNpIKL0nuY45ylOWPJOHqjwSrwA6sqXiPPOZIr0YCmK5jERsO2HMcb3qBJi48ROCPT-6oj3Hblk3aJpquxCWAb6GJ6m4-au2vLAsZ70n8iM5AoMEvecltbyAJ621wsOPPBEZ1ryFBKG30dMXvP7mbjtOjf045Y5IPAmOJjzpW4S4qTvFvMlmHT0TiQa5sA-xvbcMuL3-WDi40IAVPYBKtT2WNJC4a_HpvXnWJLzuL2A2Ft9LvVGC_r1EWCy4Yp3qvGG27jw5P363hyGovQbgmr3KdC44u9WjPTyDBr7AcNe4QwIGPpWtv7w2PBi4XHeOPWQdcz0152a3zo7UPUa_DD06LBK4dDCxPY5W2rxBX7G3VRimPW0LxT2Dx-c4HjiCvTPznj2c5_K4OE9QvTjWCj0QdqY2Fdy0PMtMub2z3U64IAA4E0AJSG1QASpzEAAaYCn9AFTyJLrX7xfqD9_UBvTuFwUj_Q3_vdz_8xra-vn0Dpf68_9L3BX2pQAAABkf8yQQAPN12J7cE9wmAsfdHC0Gf_7YO9opJ_XT3Tst2t4Y2j4UWADm5ML3_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_AAAUQgAAAMEAAARCAAC4wQAAnEIAADRCAACwQQAAMMEAAADBAADAwAAAnEIAAPDBAACMwgAADEIAAGDBAADgwAAAgMIAAGDBAACYQQAAAEAAAGDBAACgwQAATMIAAFRCAACuwgAA6MEgADgTQAlIdVABKo8CEAAagAIAAEy-AAAEvgAAcL0AAKo-AACyvgAAjj4AADw-AAANvwAAgr4AALg9AABMPgAA-L0AAIA7AADYvQAAMD0AAJg9AABcPgAAQLwAAFw-AAArPwAAXz8AAHA9AAAEPgAA2D0AAMi9AADyPgAAVL4AAFA9AABMPgAADD4AALo-AADIPQAA6L0AAIA7AAC-PgAAJD4AANg9AAAMvgAAjr4AAFS-AAAEvgAAoDwAAAw-AAC2vgAA-D0AAC0_AAAEPgAAjr4AABS-AAB0vgAAUD0AAHS-AACCPgAAoDwAAHA9AACIPQAAfz8AAPi9AADmPgAAHD4AAEC8AAD4vQAA4LwAADw-IAA4E0AJSHxQASqPAhABGoACAADovQAA-D0AACy-AAATvwAAQLwAAPg9AABQvQAAyD0AAPi9AACKPgAAqL0AALi9AAAEvgAAXL4AAKC8AADgvAAAyL0AAEU_AAA0vgAAnj4AAFC9AACIvQAAED0AADC9AACIvQAAMD0AALK-AAAwPQAAED0AAKC8AAC4PQAAML0AAPg9AADIPQAAoj4AACS-AACqPgAAQDwAAES-AADgPAAAND4AAFC9AAA0vgAAmL0AAEy-AAAwPQAAf78AAKC8AAA8vgAAQDwAALg9AACAOwAAmj4AABQ-AACYPQAAgDsAAIi9AAD4vQAAiD0AAJg9AABAPAAAgj4AAIC7AABAPCAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=LRcZ9pbGnno","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1920,"cheight":1080,"cratio":1.77777,"dups":["2374902291972020498"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false,"videoContentId":"4201265542"},"4572710677518041262":{"videoId":"4572710677518041262","docid":"34-1-12-ZBE92326E163220E8","description":"Follow a hands-on tutorial to get started with semantic text search using Qdrant open-source vector database. Install Python client and sentence transformers package, create an in-memory vector...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2376538/fa148877083f82173301eab5f40e180e/564x318_1"},"target":"_self","position":"10","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DSgCd2o6hJIA","linkTemplate":"/video/preview/4572710677518041262?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Semantic Search for Beginners with Qdrant Vector Database","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=SgCd2o6hJIA\",\"src\":\"serp\",\"rvb\":\"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-Pz7Av4A8v0K_g0D_gEVEA4G9QICAOz47_sFAAAA9wj7Af8AAAALAAIB_QAAAAL-_fXy_QEAC_UAAfkAAAALAAj8_AAAAA7_7AH_AQAA8fIBAfUCAAECBgUSAAAAAAkCCf8DAAAA-wEO7gAAAAAEBvj7AAAAACAALY5Oyzs4E0AJSE5QAipzEAAaYAz8ADoZFdjJ7vH488Dl7_r8ENsJ_e3_wMAACwPX1vj5CK7vBv872f3_rgAAAAnaCQIVANxbAb3cFwUHCAHXAwAHf9MYIBE6JevPDFYl6fT3-wEKWwD1--8TALHCJzMiIiAALT9dMzs4E0AJSG9QAiqvBhAMGqAGAADgwQAAUEIAADBBAAAAAAAAHEIAABxCAAB0QgAAQEAAAJjCAAAAQQAAoEEAAJzCAADAwAAAgL8AAJhCAACYwQAA2MEAACTCAAD4wQAAPMIAANhBAACkwgAAVMIAAPBBAACAvwAAwMEAAADAAABwQQAApkIAAKjBAAC4wQAA6EEAAMzCAACGQgAAmEEAALbCAADAQQAAHEIAAGBBAADIQgAALEIAAHDBAAAgQgAAgD8AAIC_AAA4wgAATEIAAOBAAAAMQgAAAAAAAI7CAAAIwgAAEEIAAETCAABkQgAABEIAAJjCAAAIwgAAwEAAAODAAADQQQAA0MEAADjCAACKwgAAEEEAAIzCAACoQQAAEMEAAHRCAACIwQAAAMEAAIC_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-AAAcvgAAND4AAHQ-AABEvgAA3j4AADQ-AAAbvwAAhr4AAEC8AADIvQAA4LwAAEQ-AAAwvQAARL4AAIA7AAAcPgAAMD0AAAQ-AACyPgAAfz8AAEy-AAD4PQAAyD0AAFC9AAB0PgAAcD0AAKC8AACYPQAAfD4AAI4-AACAOwAAFL4AABQ-AADIPQAAPD4AADQ-AACGvgAAmr4AAEy-AAAMvgAAyL0AAOC8AABMvgAAHD4AACQ-AACWPgAAZL4AAGS-AACevgAAPD4AABS-AACYPQAAML0AAHA9AACAuwAANz8AAOA8AAAkPgAA2j4AAOg9AACKvgAAED0AAHC9IAA4E0AJSHxQASqPAhABGoACAAAVvwAAjj4AANi9AABBvwAAgDsAAAQ-AABMPgAAJD4AAOA8AAAQPQAAVL4AABS-AACIvQAA-L0AAHy-AAAQPQAAhr4AADU_AACgvAAAlj4AAIg9AAAEvgAAcD0AAMi9AABsvgAAoLwAAGS-AABwPQAAZL4AADC9AABEPgAAoLwAAJi9AACePgAAVD4AABO_AAC2PgAATL4AAJq-AACGPgAA4LwAAOi9AADYPQAAiD0AAHS-AABAPAAAf78AALi9AACqvgAATD4AABw-AACePgAAGT8AAJ4-AAAsPgAAQDwAABS-AABAvAAAdD4AAFS-AAAQPQAALD4AADS-AAAEviAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=SgCd2o6hJIA","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["4572710677518041262"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"1367936660631781812":{"videoId":"1367936660631781812","docid":"34-4-12-ZF55C9BEDD5B78E79","description":"In this beginner tutorial, you will build a song recommendation engine based on music genres and other metadata. As part of this instruction set, you will generate embeddings from audio and...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2766515/ad9340c5ac50fab06d34eaccc9a9560d/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/FbxnQgIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"12","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Did5ql-Abq4Y","linkTemplate":"/video/preview/1367936660631781812?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Music Recommendation System with Qdrant Vector Search and Audio Embeddings","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=id5ql-Abq4Y\",\"src\":\"serp\",\"rvb\":\"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_E5sVggQkAYAEKyqLARABGniB7gX8BQH_AO__BP7_AgABCAMKCff__wDtBPz4BQAAAPcB-Az6AAAA-QQF9wcAAADq9_78_gEAAAX5-wvxAP8AE_4A-P8AAAASBgAN_gEAAOzxBPQCAAAAABUJCf8AAAD6_QL9_f4AAAEKDv8AAAAAD_YG-wABAAAgAC1qLM87OBNACUhOUAIqhAIQABrwAWkM7P_y4BcBwP72AM8f-ACB7Rz_KPj7AdH3_wDDA-QA4f7gAO_uIwD4GxUArBALAdgP3QBBB_EAFv4GACkEJgEsE_cAMeoSACwCBwDl-egA4iEQ_y0ADgEi1_YBLQ7t_h0NFP_o_N0D0uv_AR0TIgEE-RkCNgL_AeMwCf3uKgf-9BL5_cQNEAPV9_P_EPkICP395wYVK9n__PcKCCD5-Ar3-gwGDPUHBwQcDwnz9Pn45A3z9_AXAAbrCyEDDzIVAQ4nBAvp2fb4DhL09iED9PkFJAMDB90HEQHe9f_o9fz29AQQ-s8fDgcFEggE9gP3ACAALUFaJTs4E0AJSGFQAirPBxAAGsAHelHjvm9RILqFMkM8QqTwvHFELT0J5sO8--c5vmLCQzz7rd280v_SPWkqdT1UlAW8_Iy7vlpTD7zG6sW7_tWLPiDEnzyGqTE7WMfRvQy8iTxsA3y9t7IkvikVwzxE0GK8ttrDvAG_xryQPAY9_yE9Ps6J_TxOEFA8DXgPvf4tXLxbLu25-PmEPbl2Gjt6jw67PrDjPZ9-CDwM7qI8bM_MPUI6H7x3gVQ7kIYjvpFspDyH3mI8lWYOvSmdo7xE2zE8cNBePbMl67yGYMs8SriLva0y07xHUAK8wWVfPC3Tjjt3lNQ8g0OYOQGk9jwW2YI6nxHXO_m1er32Tp67QLexvT0pEz2a3Bw83bQZPj0W0TwDYPq76sV6vU5pFDznaHo8pAOrO8Z5Dj3pR0O8MGOqPaGRmTwmaaM8EQyWPYnXoL0QrE-8E0W4PZNG-7x1zLm8k98CvtTKTrsY-Su8Z4I8PXoNuz3dbGK8rBQnvfKrHj3Y7y68YK5lPZqvN7yQZea7xsHlPR1Vjb2M__G6QuavPModMT0RoVc7GxuwPDQAyjwk_pe8H4cgvFD65zsIZpa7KZWwPAo1pzjpP9K72e0DvmLY5bt0LIy6muMBPffnIr3LZLg7XE8bvLszCT09wh88ZCe0OydTIju-gW68zorovVGf5DyNfy46TwJbvT5LBj07HYY7jyMOvDDuKzyZDj47XWm-PMSWfr3gtyW6B-7gPXrcHrv2pQ66ppbSPJPH9LvelkA7HRGdvRguYTzA9gc6NU2OPMwieb25wpS4d05OvWd8Pz2R3A06P6D9PBWS5zx7X6s4BVrTOz-PMT3I4I845D5Dvcs4HL1AJNS4wxHkPMjo5bxiRhS6r9MDvQgUWrttWR05wLivvOX-uDvLwQI4uyDsvLcUJr3dxtc3vZjcPCrxSj0CryI44pViOxgttr38g1m5dpkrPC2IUr1W6Vy4dva6vB9e_Lyx5Fi4t2J_PD3PRL2FTso2HY4uvfLZ8LonnCA4fEPhPCAvGj2sh6S47-cUPe3i7Dzj-pi1NiHtva5-TL2BWGa4KK-fvC0esz0TGaQ3ZVPOvcLoqDz-Mug39dpsvDpZ6r1g-rg3wvPau2JN5bwcBcS3mo-AvWcK_b1pLKk4lHLSvFtNjb2KqW04ExIkPY74H70blbS04P-dPTUGHzyGjcg2ZnwKPF0amjyyOeo2aYCsPfH0Sr1w60u1-WTlPcjZmj21QNY2gBa2vePYHz2nu8G4ThIFO6dcgT3RCIa4Jh5rPVot0L0fCI63IAA4E0AJSG1QASpzEAAaYEPqACj1AbLOFv_o29jmHNYL4fQZ7u__5a__6kXr2QwL5Irz6P8e0vILmgAAAC7i5BQCAO186uPmV8kCDu_O-RDsfwwAOb08MBrj3VQjz8gNCvsoIQAi1532BhicQTIYNyAALTxgFTs4E0AJSG9QAiqvBhAMGqAGAACwQQAAOMIAAABCAACowQAA0EEAAGDBAAAwQQAASMIAAKrCAADoQQAAuEEAAAAAAADCwgAAuMEAAHRCAABEwgAAwMEAAEBAAABAwQAAnMIAAHBBAABAwAAAQEEAABBBAACiQgAAkEEAACTCAABswgAAvkIAAJRCAABgwQAAkEEAAATCAAD4QQAAKMIAAKjBAACwQQAAjkIAAABCAABAQQAAsEEAALpCAAAoQgAAcEIAALBBAAC4wQAAgMEAAIjBAADcQgAAiMEAALDBAABgQQAAEMEAAKBBAACYwQAAgEAAAGzCAAD4QQAABMIAAGBCAADgQAAAyMEAAPjBAAA8wgAAQMEAAKDAAADgQQAARMIAACTCAAC4wQAATEIAAChCAACIwgAAnkIAAKhBAADAwQAAQMEAAIjBAABsQgAAFMIAACzCAADAwAAAAEAAAMBBAABgQgAAYEEAAAzCAACKQgAAJEIAAGDCAADgwAAAcEIAAIhBAACAwQAAAAAAAHTCAAAAAAAA2EEAAIxCAADAQAAAKMIAAFxCAAA4QgAAqsIAADjCAAAUQgAAEEIAAOBAAACYwQAAuEEAACxCAACgwQAA-MEAACDCAACgQgAAaEIAAATCAAAAAAAADMIAAIrCAAAEwgAASMIAAKDBAACwwQAA4EEAAJ5CAACIwQAAsMEAAMjBAAAkwgAANMIAAEDBAACoQQAAUEIAAAhCAADAwQAAQEAAAIhBAAAgwgAAHMIAAMhBAACgQAAAQEIAADBBAAAcQgAAmEEAAFjCAACAQAAAUMEAANDBAAB8QgAAyEEAAABAAAAAwgAAQEAAANDBAABkQgAAyMIAAARCAABkQgAAcMEAABhCAAAUwgAAEEEAAOjBAAD4wQAAMMEAAEDBAADAQQAA-MEAABjCAABEQgAAMMEAAABAAAAEQgAA4MAAAPhBAADgwQAAkEIAADBCAABwQQAA4MAAAFDBAACowQAAmkIAAADCAACEwgAAKEIAAHDBAADAwAAAbMIAADDBAACwQQAAgEAAAKDBAABQwQAAXMIAAGhCAACgwgAAyMEgADgTQAlIdVABKo8CEAAagAIAAGy-AACGvgAAZD4AAM4-AABcvgAA8j4AAIa-AABJvwAAKb8AAES-AADGPgAAqL0AAII-AABwvQAAuL0AAEA8AABAvAAAmD0AAEw-AAAbPwAAfz8AAIg9AACoPQAA2D0AACw-AABAPAAADL4AAOi9AAAQvQAAyD0AANo-AABsPgAA6L0AAOA8AAD2PgAAjj4AAEQ-AAC2vgAA4r4AADA9AADOvgAABL4AAMi9AACmvgAAVL4AAA8_AADGPgAAbL4AABQ-AAD6vgAAmD0AAIq-AACAuwAADD4AAKa-AAAwvQAAbz8AAHA9AAAfPwAA4j4AAIC7AACevgAAEL0AAK4-IAA4E0AJSHxQASqPAhABGoACAAAsvgAAqD0AAAS-AAAdvwAADL4AAAQ-AADYvQAAHD4AACS-AACOPgAAdL4AABS-AAAUPgAAHL4AAMi9AACgvAAALL4AAHc_AAC4PQAAsj4AADA9AAB8vgAAij4AAKi9AADYvQAAML0AABS-AAC4PQAAQLwAAEA8AAAwPQAAiL0AABA9AACIvQAAVD4AAL6-AAAsPgAAMD0AAGS-AABwPQAA6D0AAJg9AAAQPQAAPL4AAIA7AABQPQAAf78AADy-AAAMvgAAgDsAAEw-AABAPAAAPD4AAIo-AAB8PgAAQLwAAJi9AAC4PQAAEL0AAFA9AAB8PgAAvj4AAEC8AADOviAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=id5ql-Abq4Y","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":3840,"cheight":2160,"cratio":1.77777,"dups":["1367936660631781812"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false,"videoContentId":"1619068512"},"8699313417622964548":{"videoId":"8699313417622964548","docid":"34-10-16-Z1D58438AAA001FAA","description":"Master document chunking for smarter semantic search. In this session of the “Essentials” course, you’ll explore how to break down large documents into optimal chunks for embedding and retrieval...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/901260/ad827b663239310096c7cbcd13e4bfaa/564x318_1"},"target":"_self","position":"13","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DVNyA2nXqczk","linkTemplate":"/video/preview/8699313417622964548?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Qdrant Essentials | Chunking Data for Better Vector Search Results","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=VNyA2nXqczk\",\"src\":\"serp\",\"rvb\":\"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_E6EFggQkAYAEKyqLARABGniBAQj6-QAAAPf9CP37BP8BBRAJCff__wDjAfb_CvwCAPsA9__8AAAADQUJ-gkAAAD-_Av98_4BAAj89f34AAAAEAb-CPYAAAAO-_ML_wEAAOv09v8DAAAACA8CCwAAAAAD_gYJAwEAAP8HBf0AAAAADPD59AAAAAAgAC0IsdI7OBNACUhOUAIqcxAAGmAmAwAhQQkXuPYl1M_g4er_CgX39c0U_-WZ_xcSzOLl__OXGxv_S7wX-psAAAAE2vPu6QDzfwS13hIDCAHkzvsgM2YDB_4hKkH9CC4s8AuzJ-blC3UAzxb0Ku6Up0kfJAwgAC3-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-MEAAPhBAAAgwQAAAMIAAOBBAACmQgAApEIAAHDCAADgQAAAQMIAAOhBAABgQQAAgMEAAIBCAAAsQgAAiEIAAKhBAADYwQAA4MAAAADBAABQQQAALEIAAGzCAAAgQQAA4MAAABRCAADCwgAA2MEAADDCAACQwQAAOEIAADDBAAAEQgAA6MEAAKBAAACKwgAAqMEAANhBAAC4QQAAvEIAABhCAADEwgAA4EAAAEDBAAAUwgAAKEIAAARCAAC4wQAABMIAAKBBAACUQgAAsMEAAILCAABwwgAAwMAAAIhBAACYwQAAeMIAAKpCAABkwgAAEMEAAKrCAACgQAAAkMEAAJBBAABAQQAAEEEAAEhCAABAQAAANMIAAMDBIAA4E0AJSHVQASqPAhAAGoACAAAkvgAAiL0AAIg9AADIPQAABL4AAGw-AAAUPgAAC78AAKK-AAAkvgAAEL0AALi9AAD4PQAA4LwAABA9AAD4vQAAhj4AAHA9AAAEPgAA3j4AAH8_AADIPQAAsj4AAKg9AAAwvQAAij4AADC9AABEPgAAqL0AAGw-AACiPgAA2L0AAFC9AABQPQAA-D0AAI4-AABUPgAAiL0AALK-AABMvgAAPL4AAJi9AACAuwAARL4AAKC8AACaPgAAqj4AAMq-AABwvQAAZL4AAII-AABQPQAALD4AAFA9AABQvQAAqL0AADc_AACgvAAAqj4AAL4-AACovQAA1r4AALg9AABQPSAAOBNACUh8UAEqjwIQARqAAgAAfL4AAEQ-AACoPQAAKb8AALi9AAAQvQAAUL0AABA9AACovQAADD4AABS-AABsvgAA4LwAAJa-AAC4vQAA4DwAABS-AABdPwAAUD0AAEQ-AABkPgAAFL4AANg9AAAEvgAA-L0AAAw-AADivgAAJD4AADS-AAAQPQAAmD0AAOA8AADoPQAAED0AAKY-AABcvgAAuj4AAEy-AAB8vgAAFD4AAAw-AADIvQAALL4AAOC8AABEvgAAgLsAAH-_AAA0vgAApr4AADC9AAD4PQAAcD0AAEw-AAB0PgAAHD4AADA9AAAEvgAAEL0AAIC7AACgvAAAED0AABQ-AACAOwAAUL0gADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=VNyA2nXqczk","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["8699313417622964548"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"15997571879706954130":{"videoId":"15997571879706954130","docid":"34-11-4-ZD8C8F2609C278A17","description":"This video shows Python code for image similarity search - using Qdrant as the Vector Database and a free vision transformer model : ViT Model 'facebook/dino-vits16' This is all free. No need for...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1780291/46b28bef0830a7d6caa18b3f0b2e5cea/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/RFgFSQIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"14","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DHmaLCZvGtHw","linkTemplate":"/video/preview/15997571879706954130?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Image Similarity Search | Vision Transformer + Qdrant Vector Database","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=HmaLCZvGtHw\",\"src\":\"serp\",\"rvb\":\"Eq4DChM0NTcyMjA4MDE0MDU3NTM0Nzk5ChQxNTc5Nzk3NjE4MDc3OTIzMzc1NwoTMjI3NjkxNDI2MjI4NTE5MzA5OQoUMTI0NDYzNTk5MDI4ODkzNzEzODUKFDEyMTYyNTkyMzI3NjQxNjYzOTU4ChMzMTcxNjI4NTY3MzIxMjgyNzgyChQxNzM2MjY4Mzk4MTM4OTc5MTE4NQoTNjE4MjU4NTIwNTI4OTk2ODU1NwoTMjM3NDkwMjI5MTk3MjAyMDQ5OAoTNDU3MjcxMDY3NzUxODA0MTI2MgoTMTM2NzkzNjY2MDYzMTc4MTgxMgoTODY5OTMxMzQxNzYyMjk2NDU0OAoUMTU5OTc1NzE4Nzk3MDY5NTQxMzAKFDE3NDU5MzkwMjc4MTEwNDU2NzE4ChM3MTQwMjkzNTcxMDAyNzkyMzY4ChQxMTM3OTg2NDY5OTI0OTI5NzcyNwoUMTA2Mjc2MjY3OTI3NTU4ODEyMTAKFDEzMzIxMDYyMzUyNTQzNDQ2NzI1ChQxNzkwNTQ1Mjk5ODQ4OTc1NTI1NgoTMTM0MzI2NTc4NTU4Njc5Mjg5NBoWChQxNTk5NzU3MTg3OTcwNjk1NDEzMFoUMTU5OTc1NzE4Nzk3MDY5NTQxMzBqiBcSATAYACJFGjEACipoaGRveWNxeGRnYW9rc3hjaGhVQ3R2R0NhRXpRWlg3R3dVSmktRTNBTFESAgASKhDCDw8aDz8TjQmCBCQBgAQrKosBEAEaeIHu9wr3BPsA7QQGBgAD_gEVEQ8H9QMCAOAD-wsJ_AIA8gAJ-_sAAAAL9v_-AAAAAAgGAe_7_QEABfj7DPEA_wADAwwB_gAAAAEG7Qz_AQAA6AEBAPUCAAEJBAILAAAAAP__CvgDAAAA8AsN9QAAAAAC__D7AP8AACAALenjxDs4E0AJSE5QAiqEAhAAGvABWQPY_hT_BgOvFfwA0xQEAIEAAv8eBP8AwO_bAMID5ADX-OkAC-0TAev9FwGK8_8B-g_3AEssIwDE4hUBFgwfAAcC0AAh3QoALxr1_wMV4_79HPn_DuwA_yLX9gElCwD9Iu7tANMFw__CwvMB8AwsAvsBAgAoAgv_4zAJ_fgI9f7pDg0E6PoQ_L4PDfwHFQ4AEiziARQQ6gH66xz8O_TlARYWCv8KAPv5_QAR-gHuEfr17vQB_wX5CgMIGQL3DyAD8R8UBPvo5O0GHQfxIPXp_AMUAwb51PUODOj39OkC9gn7GwX49hoUAwYdFvzjB_buIAAtv08kOzgTQAlIYVACKs8HEAAawAdcH8a-AEF0PacSlDyKb529IXkiPYEyfDz9hR6-AWpqPOHQW7xi9Tc-gDCLPMmSOTybHaG-RqGbvMhnqDw9KXM-lMDmu_VyDj1ERba9VHcAvXnGY7zn_iq-Xcv_PEh0KjxqXRM8RnwnvSBzDrsb9gs-zEwEPLN36zxj54K94HlSu_xFWj3wVQY9zYR1veY1wLylTGo-MrUbPQrLaTxg5yY-DdMNvfEe8bzQt-W9aLZmPU2q8Dout2o9VuD5O3KHTb3wWc08rHKAO0bSbjx6L5O9hnaevT-z2jy7kFg9XCDeO4fYhTy3r6g8Rp0UvXkIgLsGlg09IMo8vCRkezydnQy-vhFdvJV2NLz1vCs-zSx4PPp6vjzMIlq77C8APZwWvDu60tc8yEmcPeYDBrv0NOA9OJPAPXcCUDxF1dC7668yu42YWby6MAI-Zr2YvMw-tLxUF3W96EQsvZoxOzyyy4E8agSBPckMirzDCpy9STXHPCQpirssKfe7dHJxu9ZJhTpbKLk9f_YjvbyQM7yA9A09WQhBPfO_JjyUPkO9Fqluu-IFjbu1kSY9f6swPbsdzLvJFxm9-lN0PAxjg7vvUaS8bvjdvDjEkTr4uUs9OA9MPJk57js01E28jhsCPEKhEry6jIY9tO56vXHc77uqQw6-hWayPBn8SLm9HzI9WYWNPR1LTLtXXQc9XGeNva5VbblJigO9Ti02POZRNzv7nmc9xNOKO8YFuTsBZXg8PDQHvVOCObof9Oy8WAqWO5WRZbtmtlA9ie7ZvSGVvTnwTl49c7I-PcFWQjlf8jo9WAEePY76J7l4Xs-8WV_uvN2CGDlrJC49LxXbvbtqNznA7SQ9W--uOR6Pxbk-44e9kKqeu_dnCDmuwAu9pmkrvOY2wznoGgE9K726u_yDl7mNwXk8BfiOPXMvIrlSZl48_q6pvXXoXTgWnCY9ffeYvcUumTdhZmm8Na0-PQDuibjsua-7xcGavROAdjkp9LC8etCSPdE5Srev4VO92gHXPctNPzc6jsS8_LecPN0ZWLk2Ie29rn5MvYFYZrgH8Vy7EAGMPYOdXbhtxf69otQ-vRov9Lg8Kfi8cY_lvYkdvLjV84S9Xeh2ugyn3rga3qy95iHTvWhCyjhfQNQ8o8yGvWSfVbc_qEs9s11hvaQQdDXFxVE9CSnJvPjPn7ZtcwM-PfmfPS7thzcD7EQ75M0rvTKqmbj_zWs9qXpDPcpFpzhSpLG8hCJnPZ3pE7ix4Wm9tiqNO4u8wrfsbZM97vGNvbxWbrcgADgTQAlIbVABKnMQABpgLu4ATOL6wuAY3-Lo18YrBwcD4kXeBP_qvP_oF9vy_ewIkeD-_0v3FwSgAAAABtrlKgAADHkCzPMHyzYMx475NtV9HAZU1BcAE-76PQD57-geEho6APzivfUX54FfEhAdIAAt4iYWOzgTQAlIb1ACKq8GEAwaoAYAAMBBAADoQQAAwEAAAPBBAAAAwAAAgEAAAGBBAABgwQAA4MAAAIBBAAA4QgAAgMEAAJjCAABMwgAAKEIAAHDCAACQQQAATMIAAEBBAAAIQgAAIEIAAIA_AADAQQAAAEEAABxCAAAAwQAAvMIAAIDAAACSQgAAbEIAAKBBAABQQQAAgsIAAABCAADAwQAAsMEAAADAAACQQgAADMIAAJDBAAA0QgAAgEAAAARCAACoQQAAsEEAAKjBAAB8wgAAEMIAABRCAACQQQAAhsIAACDCAABAwgAABMIAALBBAACgQgAAnsIAAOjBAABAwAAAgEAAACBCAAAQwQAAJMIAAIrCAAAQQgAAbEIAAEBBAACCwgAAQMAAAIA_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_AACevgAAgLsAAFC9AACIPQAAuD0AAEA8AABQPQAAqD0AALo-AABwPQAAED0AALo-AAB_PwAAMD0AAFw-AADIvQAAMD0AAGw-AAA0vgAABL4AADC9AACGPgAAhj4AAHA9AACIPQAAFL4AAPg9AAA8PgAARD4AABy-AADWvgAAXL4AANK-AACgPAAAyL0AAKC8AABwPQAAgj4AACw-AABkvgAAmL0AAJi9AABsPgAANL4AAKC8AADoPQAA-L0AAOA8AAArPwAAiL0AANo-AADyPgAA4DwAALa-AAAUPgAA4LwgADgTQAlIfFABKo8CEAEagAIAAJK-AACKPgAATL4AADG_AACovQAAyD0AAKg9AABkPgAAUL0AAIo-AACCvgAADL4AAIa-AACovQAAir4AAIg9AADovQAASz8AAIC7AACqPgAAiD0AADS-AACAOwAA6L0AAPi9AABcPgAAlr4AAMg9AACivgAABD4AAIg9AACgPAAAHD4AAFw-AAA0PgAAB78AANI-AAA0vgAATL4AAFC9AACiPgAAgLsAAIi9AAC4vQAAJL4AAKC8AAB_vwAAZL4AAIq-AAAEPgAAhj4AAI4-AABkPgAAgj4AAEw-AAAwPQAADL4AAEA8AAA0PgAAcD0AAEQ-AABEPgAAmr4AABy-IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=HmaLCZvGtHw","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1920,"cheight":1080,"cratio":1.77777,"dups":["15997571879706954130"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false,"videoContentId":"3219407568"},"17459390278110456718":{"videoId":"17459390278110456718","docid":"34-11-16-Z78BA231E7BFADF55","description":"Choose the right distance metric for vector-search success in Qdrant. https://qdrant.tech/course/essentials...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3920638/21cf5721cdd6316ac270d502583ca36e/564x318_1"},"target":"_self","position":"15","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DP_vsVPsCgTQ","linkTemplate":"/video/preview/17459390278110456718?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Qdrant Essentials | Finding Vector Similarity with Distance Metrics","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=P_vsVPsCgTQ\",\"src\":\"serp\",\"rvb\":\"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-wIZFBEI8wMDAN8S_PYJ_AIA7-0JDQAAAAAO-gwNCQAAAAf5CfL6_QEA_QX__9MA_gD_BhAK9QABABH_6AH_AQAA7-_28gIAAAAeAO4I_wAAAPsQCf4DAAAA_QLx7QEAAAAFCPb7AAAAACAALSUAqTs4E0AJSE5QAipzEAAaYBz_AAQb8cXGHfbS-e0JDQbzONcVzPX_tbH_ECiyzvYKCY3dBP9a2xEPnwAAAA3p5xTjAPp71Mj5FRYJCtWX8gQDfxj_-DI7Dtmz8gnvIfAkIAghTgDb-_j58IyfTxQiHCAALfwbFTs4E0AJSG9QAiqvBhAMGqAGAADQQQAA4EEAAJhBAABQQQAAgEEAAMBBAAAEQgAAEMEAAIzCAADYQQAAFEIAAADCAACAQQAAgMAAAJBBAACywgAAGMIAAExCAADAwAAAwMEAALjBAACgwQAAgD8AACDBAAAwwgAAEEEAAGDBAABIwgAAgkIAAK5CAAA4wgAAQMAAAEDAAACAQQAAwMEAAEzCAAB4wgAAXEIAAADBAACIQQAAskIAAMjBAABUQgAAbEIAADhCAAAkwgAAAAAAADDBAAD0QgAARMIAAIDCAAAwwQAA6EEAAJjBAABwQQAAwEAAALbCAAAAwAAAcEEAAKjBAACYQQAA2MEAAIDBAAD4wQAAqMEAAHDBAABgQQAAyMEAAFRCAACgwQAA2EEAAEBBAABswgAABEIAALDBAACQwQAA2MEAAABBAAA0wgAAQMAAAGzCAADIQQAAhkIAAADBAADoQQAAoEAAACDBAADgQQAADEIAAFBBAAAgwQAA4EEAABRCAACAPwAAQEEAACTCAACwwQAAdEIAAMBAAADYwQAAYMIAAOBBAACYQgAAQMIAANhBAABgQQAAsEEAALjBAACCQgAAiEIAAABCAADYwQAA2EEAAAjCAAAAQgAA0EEAAGBBAADYwgAA-EEAAIDAAAAQwQAAEMIAAEjCAAAQwgAAiEIAAExCAAAAQAAAEMIAAKjBAAAQwgAA8EEAAODAAACowQAA2EEAALJCAACeQgAAgMIAAIBAAAAowgAABEIAAEBBAABwwQAAfEIAABxCAACQQgAAmEEAAODBAADgwAAA4MAAAKhBAAAoQgAAgsIAAEBBAAAQwQAALEIAALzCAADYwQAALMIAANDBAAA8QgAAAMEAAPBBAADYwQAAQEAAAJDCAADYwQAACEIAALhBAAC6QgAACEIAALrCAAAAQAAAmMEAADDCAAAwQgAA4EEAAMDBAAAAwgAAIEEAAI5CAADowQAAdMIAAFjCAAAQwQAAYEEAALDBAAB0wgAAoEIAAFTCAABAwQAApsIAAABAAABAwQAAqEEAAIBAAACAQAAAHEIAAEBBAAAUwgAA4MEgADgTQAlIdVABKo8CEAAagAIAAIK-AAAMvgAAyD0AAEQ-AABAvAAAkj4AAFw-AAAXvwAAkr4AAEy-AAA8vgAAQLwAADQ-AAAcPgAAuD0AABS-AAAcPgAABD4AAKg9AAABPwAAfz8AAEA8AACePgAAPD4AAIg9AAAUPgAA2D0AANg9AADYPQAAhj4AAIo-AACAuwAABL4AABC9AACePgAAzj4AACQ-AAAQvQAAtr4AAJ6-AAAMvgAAQDwAAKA8AAAkvgAAyL0AAJI-AABkPgAAqr4AAHS-AABcvgAAuD0AAEA8AAA8PgAAEL0AAGS-AAAwvQAAQT8AAJg9AAB8PgAAtj4AAEA8AAAkvgAAiD0AAIg9IAA4E0AJSHxQASqPAhABGoACAACevgAALD4AAOi9AAAjvwAAoDwAAIi9AABwPQAA4DwAABS-AAAkPgAAoLwAALi9AABAPAAAhr4AABC9AAAQvQAAbL4AAD0_AACAuwAAXD4AANg9AAAMvgAA6D0AAPi9AACgvAAAuD0AAJa-AAD4PQAAPL4AALi9AABwPQAA4DwAAKA8AAA0PgAARD4AALq-AACmPgAAoLwAAFS-AAAwPQAARD4AAFy-AACovQAAoDwAAKi9AAC4vQAAf78AADS-AACSvgAAyD0AACw-AAC4PQAAhj4AABw-AABwvQAAgDsAAAS-AACAOwAA6D0AAEC8AACIPQAAFD4AABS-AACYvSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=P_vsVPsCgTQ","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["17459390278110456718"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"7140293571002792368":{"videoId":"7140293571002792368","docid":"34-2-4-Z2B1A8F236A79FE8A","description":"In this tutorial, I'll guide you through the exciting world of vector databases and show you how to harness the power of Qdrant for advanced and high-performant vector similarity search. 🔍 What...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2812817/feaa0293666699dbd6f4936b267a2ce8/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/Qv0WSAIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"16","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D7DStwsEj7rA","linkTemplate":"/video/preview/7140293571002792368?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Get Started with Qdrant Vector Database: Build your First RAG (Part 1)","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=7DStwsEj7rA\",\"src\":\"serp\",\"rvb\":\"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_E4kWggQkAYAEKyqLARABGniB-wcGAgr0AOL9APoF_gIAMPwVAfIGBgHeAfX_C_sCAPMB-wLzAAAA_gcC_wYAAAD5-_L48_4BABTo-vwCAAAA_wYPCfUAAQD1EuwB_wEAAOnvBfICAAAAAv0SEwAAAAALEP0FAgEAAAASD_MAAAAADvn3-QAAAAAgAC0ojLM7OBNACUhOUAIqhAIQABrwAVYa1v7ZESEA1hP4AOv10QCByA_8MBHNAOECBwDe8-8B4xnuAMDvG__YCBUA1B4RANkP3gBIKiIA8ekn__8P-wAiDeoBReUMATcTA_8E9_IA1ikC_iD8Af8vCBkBFwzo_hQAEf8R-cgB694DAQoTIAAfEQ0CHgQNCKkQFQEMFQP-5wPqAN4P-v-88BP9CuP8Av0e3QQ3FPX_ABgMBB_-6QL9_g35CPnsBBTxBf8HFPEF9vzs__bz9Qbz2RoBChsI_PYG9f_n9Pv1_Qzt-CED9PoLIRYHDe8CEAHf9f_o9fz3BQYU-tEeDgfqEv0DCQLw-iAALfdyKTs4E0AJSGFQAirPBxAAGsAHlfPtvoBYID3Nmm69ZyaNvRM32bpWogU89pJrvXg-KLzBi7O9K6uEPWmIbz0PCV-7FM_hvsGt-7zV5wq9Ub-LPh1sFj2b6HM9cTWnPZ7O-rzUGEO95_4qvl3L_zxIdCo8xo0WPcLwtjvkG-U8O6wAPgKyfDwCfDy9_DaEvIl5GLvoHcA7UZZrvIF0pr2bc9M7jgQaPgTFNDwV2bk7RGnPPeTEMjxxqjW8ADqsvcsU8zxuY7288Q97vb4aGz102Le6XhyLPC6IrbyGh9k7ZftVvZu8krxpRvW8by8pPXjcJr2zvQw8lS0ivkwOKT30GdC8f8K0PFp3Pb1HJe27Mn2qvfeJiD1xfGW7GkKPPfbwwDxnMak6W3q0vPCdvTxRguM8bPtovLwLrzynrEI5PSZXPXcRpjwjtgA9e_QGPkouuTvWur-7Ue-jPVnQxbtLUr48Ht3IvCZqDDwYIic8KQrPvGqtjj0HiAQ6r4EEO9qT-rtQWHu7XadRPVWXnTxNg6I8U7CGPLElNb32RaE7E5KWPW26jz0yKqE7RRngvCYE5TtDk5-8bYxCvCEoEr3BW7m75Gm5PV10jbxHASA83bTZvVmrUbwTlTK8i2o2PUL7hbvSP1o7VCU9OvBVxjwpE-m6OnlsPHzzdjwu1ia8vCMDvpykubyFq4c7RaUMPXDubz3N_mU76zaovBbKuLwo7bK72Kt-vIY3qzxcvbc7QcWHPaBJzL14WLA71KCBO3QVsb0-s1u4tjGRvYxD4jxJW4u37PckPYy2L72Rdsy6QaS6POxT6bwe9kE5mzKcPDswpby1biS5a-M-PHQInLxttWy5hsnxO_IFELtDTVs6bPOVvSZf_7yxwES4VF22vHGHFzvQpH66UNBcvRLk1rzezyo6vPk3PVpQM707tZ04-Z9bO_-fOb0Ohso379GBPTwfxL1-Bhe5LuI_u5KBEbzB-Nk4GgDFPI2JYz2RfTo3vIYqvakTkL0Ayqg4eh9CPbijqLtn08A5Ujy4PF_LUL0YrRG4uJgavVXiFT3fOMG4K7FBvYyjTb0J2Iw34WpzPWc9QT1l9um4d2V3vfH5fL1g1mo4tXA0PGGqCb4tu0a3Tv1NvGsLhL1J47O3h_bzumA7gLl5hns4gKBXPVjZiL1OyYW4ZTTSPexVH72h9cQ3U5OgPMOWQz0MIEq3lgoKPjgpET2oGRc4mv-8PBwpdj0O1da4qFO-PSJ0qzxXKZw4GCc5vZRDpT1llMe4j6-YvFYDXj2d2Yu4CvXXuzY83b11J3W4IAA4E0AJSG1QASpzEAAaYDv6AGsGJ9X0-AzrL8HdEf719_0d4O3_0cT__CvUyPn_ApX4Bv8-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-AABMPgAAVD4AAPg9AABkvgAAkj4AAEQ-AAD2vgAAir4AABC9AAAMvgAA6L0AABQ-AACCvgAAUL0AADA9AAAcPgAA-L0AAIg9AAAtPwAAfz8AAEA8AAD4PQAADD4AAKC8AADGPgAAED0AAGQ-AAA8vgAAmj4AAHQ-AACWPgAAPL4AAMg9AAAEPgAA6L0AAEw-AACYvQAAHL4AAMq-AAAUvgAAFL4AALg9AADuvgAAoLwAAPI-AACmPgAAnr4AAJ6-AACqvgAArj4AANK-AAA0PgAABD4AAPg9AACIvQAAWz8AADy-AACoPQAA5j4AABC9AAAMvgAAgLsAAFQ-IAA4E0AJSHxQASqPAhABGoACAACmvgAAED0AAOA8AAArvwAATD4AAGQ-AADovQAAMD0AALi9AABAvAAAsr4AAEy-AABQPQAAdL4AAEA8AACgPAAAoLwAAGs_AABAvAAAND4AAMg9AAAEvgAAZD4AAIi9AADgvAAAHD4AAEy-AABQPQAAiL0AAJg9AADYPQAAEL0AABQ-AAAQPQAAnj4AADy-AAAMPgAAPL4AAFS-AACYPQAAbD4AABC9AAAkPgAAML0AAJa-AACovQAAf78AAOi9AACWvgAAFD4AADQ-AAD4vQAATD4AADQ-AABsPgAAgDsAAKC8AAAwPQAAuL0AAHC9AACYPQAA6D0AAKi9AAD4vSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=7DStwsEj7rA","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1920,"cheight":1080,"cratio":1.77777,"dups":["7140293571002792368"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false,"videoContentId":"1850576315"},"11379864699249297727":{"videoId":"11379864699249297727","docid":"34-9-13-ZD4F62B2317CFDEC8","description":"and VC discussions 44:07 Vision for vector search evolution 48:05 Finetuning for out of domain...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3645524/11962fef5d0c95e4c93f8e2e0a83d418/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/s1N6DgIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"17","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DMVUkbMYPYTE","linkTemplate":"/video/preview/11379864699249297727?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Vector Search and applications by Andrey, CTO, Qdrant","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=MVUkbMYPYTE\",\"src\":\"serp\",\"rvb\":\"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_gIA7P4FAgcB_wD6CBIE-f79AP77_PX8Bf4A-wz8BvkBAAALEP30_gAAAPz8BPv8_gAAAw4FBvgAAAASCPf99gAAAAUB-xH_AQAA9PL_AQP_AAD-B_0G_wAAAAP-BgkDAQAA8P4R-QAAAAAS-wAB_PT-ACAALVog2Ds4E0AJSE5QAiqEAhAAGvABbAT8AcvxEP4XCOsA7wnhAYEFC_8kBfEA2OkNAbn37QD5HvQB68kZAQMAHf_LBQAA_-flAEgI7QAABAr_JwL1ACMBBwA76QoBNfYEAP8E7v8CCf3_Igwm_xPvCQAb_P_8IgEK_-Hr2gDs_PkF6_kbAgQTBwAd8gAB9QUJAfkH9_4JCwcECAD4B-_7_Pz3FgcG-fTq_QP6_gIGAgAEGv7sAvzqA_w24-sALAv_COv9AfsDFRX9Ef8A_AMHCQL5FwD__u8G9xzm_QTlGAX_IQIHCevoEv39DQwG9AzxDvwA-vz57gEA4h3-A_r6Dgr6CPn1IAAtbidIOzgTQAlIYVACKs8HEAAawAd1ywK_hFUrPZhBBr2_jX49Hq4QPTQwzbxXUvi82X94vM0gfj0JstS8BZJGPXY7Nr0bZKK--BoivZVXWL3Ga6Y-yKpSPOmXLbxLIwa-TPa0PLn0-TxPeJG-ZxVMPanmi7oJayM-rCkfPaN5wDzzOw0-dhTMvIZLWDzO-hQ9qZUTvZQ5Ub0YHCq9vk6KvQYOC7xTlww-Doa6vE97pTwEa8E9EJhBu2EeLb1aV1a9ngwuPQpKDzwwXbE7oigOPHYLDj1p_ig-i13TO0cLKzy-Cro85RR4vLi4fLxKRd-7Dff2vM8qm7nA0wE8H8M-vGaOQDyGG7A85FwUvagAmDxO8rO93syovEbycDw-6r896LT4PHYKj7ey5J47DKTVPIVN0zzAIYS9ycNnPGniirkM5RQ-x0WaPA9aNLxCA1Y9xN3PPHloqzqLITQ9qFEoPd9hh7tXGAy9VxsIPVvkQ7zrbwm9ZBshuFmQgTxYa229Qo_eu4s-1bxJYUM9GVRgvcXnzjzzvVA9ImsRPNZufTs3-h095wqlPDNgHLzIXYQ8jZSCPTbIJLwn2wA9z42fvKPhHDxjXkc8pFA7PfmvPbumP5C9fOC6u8CeJzuCq1w9L02RvAHDcjzpfD09bzsePYDqozvbLnq7L_-6Owa5Tbt_Dhi9oGeYPKasTztPAlu9PksGPTsdhjv8hSM9bFeNPA9iCDuE9b-8gAtXvGdLczsX3os9IpnAO7cokrtfVx09MIH7vXa-OLfRYC49jV1nPVxzNbckA6e7FyejvFvX5Dq3qUs9LVoFPbniYjmEE6w9bX4yPVPJ8blfo1s935a-PLyO2zd1Lpa85dENvYuYi7ku8Gu93QD9PNFrhrhuxdk8CuTIvN_lAjrvuR292FeovG86IbqTm7K856YNPbEi57jI3oE8QA1JPajmUThCBtG7tlDNvItFJrmdrwO9jgiEu78WJTm7j6u6tQW6PGP4BTkKtaq7M7HvvBJOvLhZPwy9ru8oPTOTTbj-kh48zYSwPLfRlbWyzRe9cdrdPA7mrLiIJKO79aYdvUh2RDj06Lw8Q6MlPYwX27fCS7W9jU0CPA26TzYNZg06nZCMvD0ztrgdCS89NS1MPf1YGDhCoVQ8qeUdvZ6NqjgtHA09STzPvK9QD7jQuww9_6XWPEugAjjrG7g9Tyc0PZw1hbfjYAU9EQFHvdkMdDgU9E09tL2nvZeXjbcOZei8dT3RPaITSDjb2628a_AePpA5Ibk1ehW9K2E3PC6yDzdN8sg8ki8XvbKMFbggADgTQAlIbVABKnMQABpgL_4AKPVAzOvqOOe92eMA_hAFBQjkE__ewf8VJd7qHCfgh_AF_zDWC_OaAAAAF-D5E-0A9H_q2L815Ckf27ohI_R45DAupgE3_eHVDd_H5_H_IhQuALf9kvgjAqFGFxckIAAtepMXOzgTQAlIb1ACKq8GEAwaoAYAAKjBAAAQwgAAoEEAAMjBAAC4QQAAgD8AAKBBAADYwQAAYMIAAAAAAAC4QQAAQMAAAKrCAAA4wgAAhEIAAADCAACgwQAARMIAAHTCAADCwgAAoMAAAGDBAACgQAAALEIAAJhBAAC4wQAAaMIAALrCAADKQgAAdEIAAEDBAAAAQQAAPMIAACBBAABIwgAAQEEAAGBBAACuQgAAqMEAAGBBAAA4QgAAGEIAAABAAACgQAAAFEIAAHjCAACQwgAAYMEAAJxCAAAgQQAAZMIAACRCAACwQQAA4EAAAABAAAD4wQAArsIAABRCAAAIwgAAyEEAAMhBAAAEwgAAXMIAAJzCAABwQQAA-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-EEAACDBAACmQgAAwMAAAChCAADAwQAAcEEAAPBBAACQQgAAoMAAAHDCAACAQQAAUMEAAOBAAADEwgAAEMIAAMhBAADYwQAA4EEAAJhBAABgwgAAkMEAAHTCAAC4wSAAOBNACUh1UAEqjwIQABqAAgAAgLsAAAS-AABAPAAAJD4AABS-AAAQPQAAmL0AALK-AACmvgAAQLwAADC9AABQPQAAFD4AAKg9AAAsvgAAEL0AADA9AAAwPQAAkj4AAO4-AAB_PwAAiL0AAGQ-AADYPQAABL4AADQ-AACIvQAAED0AAKA8AAAkPgAATD4AAEC8AABwvQAAcL0AAEw-AACGPgAARD4AAIK-AAC2vgAABL4AAL6-AAC4PQAADL4AAKa-AAAQvQAAqj4AALI-AABEvgAAuL0AANK-AACYvQAA2L0AADw-AACoPQAAgDsAAOC8AAAfPwAAoLwAAJ4-AADGPgAAEL0AAAS-AAAwvQAAyD0gADgTQAlIfFABKo8CEAEagAIAABy-AADIPQAAqL0AADW_AAAUvgAAij4AAJi9AACiPgAA-L0AAJI-AACKvgAANL4AAMi9AADIvQAAQLwAAKC8AACIvQAAPz8AAKA8AACuPgAAqL0AABy-AACIPQAA4LwAADC9AACoPQAAbL4AABC9AACovQAA4LwAAOC8AACIvQAAdD4AAAQ-AACCPgAAlr4AAK4-AAAMvgAAPL4AAOg9AACYvQAAyD0AAIC7AACovQAAPL4AAHC9AAB_vwAA-D0AAGS-AADIPQAAgLsAAHC9AACaPgAAqj4AAIA7AABAPAAAQLwAANi9AACYPQAAED0AAAw-AADYPQAAyL0AAHA9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=MVUkbMYPYTE","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":2560,"cheight":1440,"cratio":1.77777,"dups":["11379864699249297727"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false,"videoContentId":"1105386629"},"10627626792755881210":{"videoId":"10627626792755881210","docid":"34-11-4-Z8999F8182D509A89","description":"Learn how to get Qdrant up and running on your local machine using Docker. Qdrant is a high-performance vector database essential for AI projects, RAG (Retrieval-Augmented Generation), and...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/4577672/fc80b88d667379d3fb8f8fca21d885f6/564x318_1"},"target":"_self","position":"18","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DpfX6y5tjDb8","linkTemplate":"/video/preview/10627626792755881210?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Run Qdrant Locally in 5 Minutes: Docker Setup Guide for Vector Search","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=pfX6y5tjDb8\",\"src\":\"serp\",\"rvb\":\"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_wA6fv3APkAAQAaAQ8K9QICAOIC7_YD_AIA5QH9__r_AAAK-AL4CwAAAAn19v72_gAAC_wJCfgAAAATBQb59wAAAA_78gz_AQAA6_EE9AIAAAACBgUSAAAAAArlBAX-_v8B9QT_6wAAAAAJ6gz5AAAAACAALZzVxjs4E0AJSE5QAipzEAAaYCUHACAyHeME2z3zD9zmFSD8BevsFRn_Fb4A7hPY7Q8MpqECBQAOzx3sqAAAAPn07RcCAOJjL-DJ9uxIDO3b7Qb7fxUQCgUNSh_qABoaLeneIjlEIQDXGAgLEpfGDD0I9yAALc_wLDs4E0AJSG9QAiqvBhAMGqAGAADgQAAAHEIAAIC_AACIwQAAQEAAAKBAAABUQgAAwMEAAADCAAAEQgAAGEIAAMLCAABowgAADMIAAABCAACAPwAAQEAAAADBAACIwQAAMMIAANBBAADQQQAAgEIAAEBAAAAAAAAA2MEAAGDBAAAcwgAAmkIAAIBBAAAAwAAA4EEAAJ7CAACQQQAA4MEAAIrCAAAgwgAA3EIAAAzCAAB0QgAAZEIAAKDAAABgQgAAQMAAADhCAAB8wgAAFMIAAEDAAACaQgAAuMEAAKzCAAAMQgAAQEAAAKDBAAAkQgAAPEIAAADDAADQwQAA-MEAAHBBAABAQgAAGMIAANjBAABAwgAAQEAAAJDCAACgwAAALMIAAKhBAABQwQAAhEIAALxCAACwwQAAsEEAANDBAABAwAAAKMIAAOhBAABcQgAAiMEAAMTCAAA0QgAAIEEAACxCAADgwAAAIEEAAKBAAAAAQgAAlkIAAMDAAACYQQAAEEEAABDBAABUwgAAGEIAAMDCAAAAwAAA0EEAANBBAAC0wgAARMIAAIJCAACwQQAAhMIAAAAAAABAQQAAQEIAAARCAACgwAAA0EEAAMBAAACAQAAASMIAAIjBAACgwAAA0EEAABzCAAAMwgAAYEEAAMBBAACAQAAAkMIAAMDBAACgwQAAoMEAADBBAABAwQAAMMEAACjCAACowQAA0MEAAPjBAADYwQAAgD8AAOhBAACYQQAA6EEAAIA_AABAwAAAdMIAAEDBAADQQQAAoMAAAHBBAABwQgAAsMEAAHDCAADoQQAAMEEAAMDAAACoQQAA4EEAAGBBAAAQwQAAIEEAAJzCAAC4QQAAWMIAACRCAACYQQAAEMIAAAhCAACIwQAAQMIAAADCAACAwAAAsEEAAIBCAACgQgAAQEAAAGDCAACgQQAAPMIAAEBAAACQwQAADEIAACBCAACowQAAUEEAAMBAAADAQAAA4MAAAABBAABgwQAACEIAAKDAAACKwgAA2EIAAMDAAADgwAAAKMIAALDBAABgwQAAAMEAAIhBAAC4wQAAVMIAAADCAABMwgAALMIgADgTQAlIdVABKo8CEAAagAIAALa-AABQvQAAcL0AABC9AADWvgAAnj4AADQ-AAATvwAA2r4AAFS-AAAEvgAAgDsAAFw-AAC6vgAAkr4AAHC9AAC4PQAA-D0AANY-AAANPwAAfz8AAOC8AADoPQAARD4AACS-AACePgAAoLwAABy-AABAPAAABD4AAKo-AAA8vgAARD4AAKA8AABcPgAAtj4AAHQ-AACCvgAAir4AALa-AAAcvgAAML0AAIa-AACOvgAA4DwAABs_AACaPgAAjr4AALi9AABEvgAAlj4AAGy-AAAcPgAAmL0AADC9AACAOwAATz8AAHA9AACaPgAACz8AAOA8AABsvgAAqL0AADA9IAA4E0AJSHxQASqPAhABGoACAADivgAA4j4AAEA8AABJvwAAsr4AAKi9AACAOwAAML0AABw-AADoPQAAir4AAI6-AABAvAAAcL0AAPi9AABAPAAAjr4AAFE_AABwvQAAfD4AALg9AADKvgAAED0AANi9AABMvgAA4LwAAIq-AADIPQAABL4AABA9AACYPQAAMD0AANi9AAA0PgAApj4AAHy-AACePgAAZL4AAI6-AABAvAAAPL4AABQ-AABEvgAAoDwAAES-AABQvQAAf78AAFA9AABkvgAADL4AADQ-AABwPQAA6D0AAAM_AAAMPgAABD4AALi9AAA0PgAAED0AAHC9AADoPQAAoDwAACQ-AACGviAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=pfX6y5tjDb8","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":960,"cheight":720,"cratio":1.33333,"dups":["10627626792755881210"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"13321062352543446725":{"videoId":"13321062352543446725","docid":"34-0-5-ZA444362DB01D1D4D","description":"CMU Database Group - ML⇄DB Seminar Series (2023) Speakers: Andrey Vasnetsov (Qdrant) September 11, 2023 https://db.cs.cmu.edu/seminar2023/#db1 Sponsors: Google DAPA Team (https://google.com)...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2842007/e5053526dfa15bb44f0a2eb197d3abd8/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/YH6tRAIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"19","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DbU38Ovdh3NY","linkTemplate":"/video/preview/13321062352543446725?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Qdrant: Open Source Vector Search Engine and Vector Database (Andrey Vasnetsov)","related_orig_text":"Qdrant Vector Search","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Qdrant Vector Search\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=bU38Ovdh3NY\",\"src\":\"serp\",\"rvb\":\"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_gIA6_32_QQAAQAFEAgJ9wD_APUA9fQDAv8A7Qf9_gP_AAAQAQD6BAAAAPf9_vX6_wAABfn7C_IA_wAKAAf8_AAAAA7_7QH_AQAA5uv-AAMAAAD4C_kK_wAAAAkCCP8CAAAA8QoM9QAAAAAUAfkAAAAAACAALbqI1Ts4E0AJSE5QAiqEAhAAGvABcfr_AcPjEP4SA_sA7wnhAYEFC_8w-fYA2OkNAbn37QDnFfEA4t8OAAT1FQDWAfP_5Ajz_zD-Av8ABAr_G_QGAA4GBQEp2AwBNeIZ__8KAP_fEgH-EgoDAB_4_gAZEvj-JwkRAPsB1v_vBfj__v0F_A8XBgEJ5v_-8xgT-_UFBgAE9_8E8QL_A-gD9_r3FgcGCP7hAPwQ7_8RD_oDIQP1_fUFAgQr9_D8KRn9Aev9Afv9EAL-__v7AO4JGwMIDPD__u8G9_vTAwDqAv4COP30DAjTDwT-_QYA6fP7Avft9_MBAwoE7iMHAPX6BQXz-Pr_IAAtbidIOzgTQAlIYVACKs8HEAAawAeV8-2-gFggPc2abr3284E8w8pYORpUdrwZAiC-CGqAuzj8iTwQgG492VVtvDl7iLr8jLu-WlMPvMbqxbtRv4s-HWwWPZvocz1V1MW8eARcvCArFbxPeJG-ZxVMPanmi7pYwcQ9kZYPPUcagTzeyy0-sFIFvNjk3ztGlMY9WPE8vU9ZLb1bC249hA3vvfc46jmESjw-yInAun5BQT350I89hUSKva6gxLwYQPi9Kjt9PEXPtTt2I2I90PStPP8m7zxXBN89Pn4KvTOTHj3EeTi8sky_u4P44TsPQsS6an7jOlyKULyQHMS8PM34vN8MyDuuRME6Cp1XPFwNPzwvej29CUr2PIe_B7x4Qi-8RZA5PL4lSjz866677h5lPYgDsjxJ9569U4equgL44TulaCU-2PinvE5Iljkryjs9gbawvNCiUrwIzUk9fm2iPOr_xTtXGAy9VxsIPVvkQ7wfxCm8CcrpupLLYrsAOze9DEDjvC2-l7zxPIK80F23vDLVgjz4iPg9lW8JPHPAyzujP9Q9ZyIxPQZmhbpcPhI7a-WPPUqisDvdwX49vLskPYh7kbygfUa65N3LO-3zlLneyAy-C7JKvcJ5RDsp9HA9SFw2vEKcoLpd2pU9Qx2mPR36Lzq_qNM86qUTPVBL2jsl2h-9YQXPO3DNvjudhFK9tr9OPbPIwDvVvHk9m336OYLQNDtKH-M73KGHuR46uToSUME9wXhBvWHTCrpfVx09MIH7vXa-OLdcUMS8w6llPRe7gjp754Y8Qou2OpiupDk2as-7ez6UPKLPcTlDSGw9mm24PCllFrmih9A8k86bPCrQtrgjrhC881z4OwhlMjiTJem8VxAaPPrI9zp9BUk9C3-ju6sIo7g1GV-9BfsPvXqeibpru0S9sdBYvQQj97gPruU8knfuPcvB47gpY9e8jf4hvXBNm7kIqcC8BKnUvOvZRzlDEsc8TRC1PLW7gzjce0C7Pizpuwh6FLgDsKa8EHHaO6DWuzYyIqy8SleXurNS4bZTM7W8DiByPSSYIrm_uZ66H526vHmuPTdtqWM9qDTiPLFFtLjNrju93PsvvEp9LThN2lS9hveWvTeDAbeQRNS802Y8Pby57rddSsK8EenCvd5HnThfDhY93u5bvdm177eBQQ68_PkbveMlHbh-iuM98fDDPGg0Ibi7-LY8Zfn8OgvLDDhI4gU-BnQVvEbWX7jqG0G7pqnEPexBlzhTU3y98PNkPSZxw7c4T1C9ONYKPRB2pjbPPA-9QEkmvYxPyDcgADgTQAlIbVABKnMQABpgO_8AKgUe2-sGG98DnucF9BXm7QDm-P_otgD7FurdAAQDtujv_yjdABOxAAAAFOznAgkA51v31d0b6TECF8HwHwp_Ej8u1OYi-_3UFQTP0QML8PUPAMb2w_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-MEAABTCAAAQQQAAkEEAAM7CAAAQwQAAAMEAALhBAABAQQAAEEEAAMjBAACIwQAAiEIAAFxCAACSwgAANMIAAPDBAABgQQAAWEIAAEjCAAAwQgAAQMAAAAxCAABAwQAA-MEAAOBBAAAQQQAAUMIAAAAAAABwwQAAcEEAAPjBAACgwQAAVMIAALhBAADoQQAAAEAAADDBAADoQQAAcMIAADzCAAAgQQAAAMAAAJDBAAD6QgAAQMAAAKjBAACIwQAA6MEAAEBAAAB4wgAASMIAAOhBAABcQgAA6MEAAJhBAAB4wgAAHMIAAHRCAADQwQAAMEEAANDBAADgQAAAiMEAALBBAADAQAAACEIAADBBAAA4wgAAAMIAAJhCAADgQQAAqMEAAJjBAAB0wgAAYMEAALDBAABYQgAABEIAAPhBAAAEQgAAGMIAALBBAAAEwgAAUMEAACBBAACGQgAAmsIAAABBAADAwAAAGEIAAAjCAABswgAA6EEAACzCAAAQQgAAjMIAAMjBAABIQgAA4EEAAK5CAADowQAACMIAABRCAAAQQQAAIMEAAJhBAAC6wgAAAMEAAMzCAABAwiAAOBNACUh1UAEqjwIQABqAAgAA-L0AABC9AABUPgAAmD0AAOi9AACaPgAAyL0AAOK-AAC-vgAAcD0AAPi9AACovQAADD4AADA9AADIvQAABL4AAFQ-AADgPAAAJD4AAKo-AAB_PwAAoLwAADQ-AACYPQAAEL0AAIY-AACAOwAAoLwAABA9AAA8PgAAHD4AABA9AAAQPQAA4LwAAMg9AADYPQAAiD0AAES-AAAkvgAALL4AAHy-AAC4vQAA4LwAAAS-AABQvQAARD4AADw-AAC4vQAAgr4AAKC8AAD4PQAATL4AAOg9AACAOwAAiD0AAIA7AAAFPwAA-D0AAMg9AACiPgAAcD0AAHC9AAAEPgAAJD4gADgTQAlIfFABKo8CEAEagAIAAGy-AACIPQAA4DwAACG_AACYvQAA2D0AAKA8AACoPQAADL4AAHA9AAB8vgAAjr4AAOC8AADYvQAA4DwAADC9AACgvAAAKT8AAAQ-AACGPgAABD4AAHC9AACgvAAAML0AADC9AACAuwAAcL0AAEC8AACIvQAAFD4AAHA9AAAQPQAAUD0AABw-AAAEPgAAfL4AAJo-AACgvAAAir4AAMg9AACgPAAAyD0AADw-AACoPQAA6L0AAKA8AAB_vwAAUD0AAPi9AACIPQAA6D0AAJi9AABMPgAADD4AACQ-AABwPQAA4DwAAHA9AACgPAAAiD0AAPg9AAC4PQAAHL4AAHC9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=bU38Ovdh3NY","parent-reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1920,"cheight":1080,"cratio":1.77777,"dups":["13321062352543446725"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false,"videoContentId":"2262076042"}},"dups":{"4572208014057534799":{"videoId":"4572208014057534799","title":"\u0007[Qdrant\u0007] Essentials | Creating \u0007[Vectors\u0007] and Embeddings for \u0007[Vector\u0007] \u0007[Search\u0007] in \u0007[Qdrant\u0007]","cleanTitle":"Qdrant Essentials | Creating Vectors and Embeddings for Vector Search in Qdrant","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=Q6ZalzJ8dv8","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/Q6ZalzJ8dv8?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":1070,"text":"17:50","a11yText":"Süre 17 dakika 50 saniye","shortText":"17 dk."},"views":{"text":"3,6bin","a11yText":"3,6 bin izleme"},"date":"22 eki 2025","modifyTime":1761091200000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/Q6ZalzJ8dv8?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=Q6ZalzJ8dv8","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":1070},"parentClipId":"4572208014057534799","href":"/preview/4572208014057534799?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/4572208014057534799?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"15797976180779233757":{"videoId":"15797976180779233757","title":"How \u0007[Vector\u0007] \u0007[Search\u0007] Algorithms Work: An Intro to \u0007[Qdrant\u0007]","cleanTitle":"How Vector Search Algorithms Work: An Intro to Qdrant","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=mXNrhyw4q84","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/mXNrhyw4q84?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":209,"text":"3:29","a11yText":"Süre 3 dakika 29 saniye","shortText":"3 dk."},"views":{"text":"20,4bin","a11yText":"20,4 bin izleme"},"date":"26 haz 2024","modifyTime":1719360000000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/mXNrhyw4q84?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=mXNrhyw4q84","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":209},"parentClipId":"15797976180779233757","href":"/preview/15797976180779233757?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/15797976180779233757?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"2276914262285193099":{"videoId":"2276914262285193099","title":"\u0007[Qdrant\u0007] Essentials | Building Simple \u0007[Vector\u0007] \u0007[Search\u0007] in \u0007[Qdrant\u0007]","cleanTitle":"Qdrant Essentials | Building Simple Vector Search in Qdrant","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=_83L9ZIoOjM","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/_83L9ZIoOjM?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":593,"text":"9:53","a11yText":"Süre 9 dakika 53 saniye","shortText":"9 dk."},"views":{"text":"5,2bin","a11yText":"5,2 bin izleme"},"date":"22 eki 2025","modifyTime":1761091200000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/_83L9ZIoOjM?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=_83L9ZIoOjM","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":593},"parentClipId":"2276914262285193099","href":"/preview/2276914262285193099?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/2276914262285193099?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"12446359902889371385":{"videoId":"12446359902889371385","title":"\u0007[Qdrant\u0007] Essentials | Fast \u0007[Vector\u0007] \u0007[Search\u0007] with \u0007[Qdrant\u0007] HNSW Indexing","cleanTitle":"Qdrant Essentials | Fast Vector Search with Qdrant HNSW Indexing","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=-q-pLgGDYr4","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/-q-pLgGDYr4?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":556,"text":"9:16","a11yText":"Süre 9 dakika 16 saniye","shortText":"9 dk."},"views":{"text":"1,8bin","a11yText":"1,8 bin izleme"},"date":"22 eki 2025","modifyTime":1761091200000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/-q-pLgGDYr4?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=-q-pLgGDYr4","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":556},"parentClipId":"12446359902889371385","href":"/preview/12446359902889371385?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/12446359902889371385?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"12162592327641663958":{"videoId":"12162592327641663958","title":"03 - Neural \u0007[Search\u0007] with \u0007[Qdrant\u0007] [ \u0007[Vector\u0007] Database ]","cleanTitle":"03 - Neural Search with Qdrant [ Vector Database ]","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=QbFPRzim9ug","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/QbFPRzim9ug?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDRmdQSmdzbUg4dTY3U3Z2TEstdExHZw==","name":"Ambarish Ganguly Academy","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Ambarish+Ganguly+Academy","origUrl":"http://www.youtube.com/@ambarishg","a11yText":"Ambarish Ganguly Academy. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":538,"text":"8:58","a11yText":"Süre 8 dakika 58 saniye","shortText":"8 dk."},"views":{"text":"1,3bin","a11yText":"1,3 bin izleme"},"date":"27 ağu 2023","modifyTime":1693094400000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/QbFPRzim9ug?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=QbFPRzim9ug","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":538},"parentClipId":"12162592327641663958","href":"/preview/12162592327641663958?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/12162592327641663958?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"3171628567321282782":{"videoId":"3171628567321282782","title":"Image Classification with \u0007[Qdrant\u0007] \u0007[Vector\u0007] Semantic \u0007[Search\u0007]","cleanTitle":"Image Classification with Qdrant Vector Semantic Search","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=sNFmN16AM1o","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/sNFmN16AM1o?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant - Vector Database & Search Engine","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+-+Vector+Database+%26+Search+Engine","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant - Vector Database & Search Engine. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":2459,"text":"40:59","a11yText":"Süre 40 dakika 59 saniye","shortText":"40 dk."},"views":{"text":"3,1bin","a11yText":"3,1 bin izleme"},"date":"3 tem 2023","modifyTime":1688342400000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/sNFmN16AM1o?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=sNFmN16AM1o","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":2459},"parentClipId":"3171628567321282782","href":"/preview/3171628567321282782?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/3171628567321282782?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"17362683981389791185":{"videoId":"17362683981389791185","title":"\u0007[Vector\u0007] Visualization With Semantic \u0007[Search\u0007] Demo | \u0007[Qdrant\u0007]","cleanTitle":"Vector Visualization With Semantic Search Demo | Qdrant","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=_opNdOa48Lc","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/_opNdOa48Lc?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDMHJiX05GUzhMRHpqR2Vkc3U4cUZtdw==","name":"KTfromKT","isVerified":false,"subscribersCount":0,"url":"/video/search?text=KTfromKT","origUrl":"http://www.youtube.com/@KTfromKT","a11yText":"KTfromKT. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":1155,"text":"19:15","a11yText":"Süre 19 dakika 15 saniye","shortText":"19 dk."},"date":"3 mayıs 2024","modifyTime":1714735028000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/_opNdOa48Lc?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=_opNdOa48Lc","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":1155},"parentClipId":"17362683981389791185","href":"/preview/17362683981389791185?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/17362683981389791185?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"6182585205289968557":{"videoId":"6182585205289968557","title":"Natural Language Processing with \u0007[Qdrant\u0007] for \u0007[Vector\u0007] Similarity \u0007[Search\u0007]","cleanTitle":"Natural Language Processing with Qdrant for Vector Similarity Search","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=taYoJ-mKLUI","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/taYoJ-mKLUI?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant - Vector Database & Search Engine","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+-+Vector+Database+%26+Search+Engine","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant - Vector Database & Search Engine. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":2550,"text":"42:30","a11yText":"Süre 42 dakika 30 saniye","shortText":"42 dk."},"views":{"text":"4,8bin","a11yText":"4,8 bin izleme"},"date":"14 haz 2023","modifyTime":1686700800000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/taYoJ-mKLUI?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=taYoJ-mKLUI","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":2550},"parentClipId":"6182585205289968557","href":"/preview/6182585205289968557?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/6182585205289968557?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"2374902291972020498":{"videoId":"2374902291972020498","title":"Getting Started with \u0007[Qdrant\u0007]","cleanTitle":"Getting Started with Qdrant","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=LRcZ9pbGnno","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/LRcZ9pbGnno?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":1461,"text":"24:21","a11yText":"Süre 24 dakika 21 saniye","shortText":"24 dk."},"views":{"text":"45,3bin","a11yText":"45,3 bin izleme"},"date":"30 mayıs 2023","modifyTime":1685404800000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/LRcZ9pbGnno?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=LRcZ9pbGnno","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":1461},"parentClipId":"2374902291972020498","href":"/preview/2374902291972020498?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/2374902291972020498?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"4572710677518041262":{"videoId":"4572710677518041262","title":"Semantic \u0007[Search\u0007] for Beginners with \u0007[Qdrant\u0007] \u0007[Vector\u0007] Database","cleanTitle":"Semantic Search for Beginners with Qdrant Vector Database","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=SgCd2o6hJIA","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/SgCd2o6hJIA?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDTkRmaUwwRDFMVWVLV0FrUkUxeE81UQ==","name":"Pragmatic AI Labs","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Pragmatic+AI+Labs","origUrl":"http://www.youtube.com/@pragmaticai","a11yText":"Pragmatic AI Labs. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":275,"text":"4:35","a11yText":"Süre 4 dakika 35 saniye","shortText":"4 dk."},"views":{"text":"1,7bin","a11yText":"1,7 bin izleme"},"date":"12 kas 2023","modifyTime":1699765207000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/SgCd2o6hJIA?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=SgCd2o6hJIA","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":275},"parentClipId":"4572710677518041262","href":"/preview/4572710677518041262?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/4572710677518041262?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"1367936660631781812":{"videoId":"1367936660631781812","title":"Music Recommendation System with \u0007[Qdrant\u0007] \u0007[Vector\u0007] \u0007[Search\u0007] and Audio Embeddings","cleanTitle":"Music Recommendation System with Qdrant Vector Search and Audio Embeddings","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=id5ql-Abq4Y","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/id5ql-Abq4Y?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":2715,"text":"45:15","a11yText":"Süre 45 dakika 15 saniye","shortText":"45 dk."},"views":{"text":"4,6bin","a11yText":"4,6 bin izleme"},"date":"5 tem 2023","modifyTime":1688515200000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/id5ql-Abq4Y?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=id5ql-Abq4Y","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":2715},"parentClipId":"1367936660631781812","href":"/preview/1367936660631781812?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/1367936660631781812?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"8699313417622964548":{"videoId":"8699313417622964548","title":"\u0007[Qdrant\u0007] Essentials | Chunking Data for Better \u0007[Vector\u0007] \u0007[Search\u0007] Results","cleanTitle":"Qdrant Essentials | Chunking Data for Better Vector Search Results","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=VNyA2nXqczk","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/VNyA2nXqczk?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":673,"text":"11:13","a11yText":"Süre 11 dakika 13 saniye","shortText":"11 dk."},"views":{"text":"2,7bin","a11yText":"2,7 bin izleme"},"date":"22 eki 2025","modifyTime":1761091200000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/VNyA2nXqczk?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=VNyA2nXqczk","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":673},"parentClipId":"8699313417622964548","href":"/preview/8699313417622964548?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/8699313417622964548?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"15997571879706954130":{"videoId":"15997571879706954130","title":"Image Similarity \u0007[Search\u0007] | Vision Transformer + \u0007[Qdrant\u0007] \u0007[Vector\u0007] Database","cleanTitle":"Image Similarity Search | Vision Transformer + Qdrant Vector Database","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=HmaLCZvGtHw","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/HmaLCZvGtHw?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDdHZHQ2FFelFaWDdHd1VKaS1FM0FMUQ==","name":"jobstr","isVerified":false,"subscribersCount":0,"url":"/video/search?text=jobstr","origUrl":"http://www.youtube.com/@jobstr-work","a11yText":"jobstr. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":1165,"text":"19:25","a11yText":"Süre 19 dakika 25 saniye","shortText":"19 dk."},"views":{"text":"1,7bin","a11yText":"1,7 bin izleme"},"date":"16 ara 2023","modifyTime":1702739954000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/HmaLCZvGtHw?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=HmaLCZvGtHw","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":1165},"parentClipId":"15997571879706954130","href":"/preview/15997571879706954130?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/15997571879706954130?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"17459390278110456718":{"videoId":"17459390278110456718","title":"\u0007[Qdrant\u0007] Essentials | Finding \u0007[Vector\u0007] Similarity with Distance Metrics","cleanTitle":"Qdrant Essentials | Finding Vector Similarity with Distance Metrics","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=P_vsVPsCgTQ","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/P_vsVPsCgTQ?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDNmZ0bThQd0gxUlVfTE0xandHMExRQQ==","name":"Qdrant Vector Search","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Qdrant+Vector+Search","origUrl":"http://www.youtube.com/@qdrant","a11yText":"Qdrant Vector Search. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":214,"text":"3:34","a11yText":"Süre 3 dakika 34 saniye","shortText":"3 dk."},"views":{"text":"1,6bin","a11yText":"1,6 bin izleme"},"date":"4 ara 2025","modifyTime":1764806400000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/P_vsVPsCgTQ?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=P_vsVPsCgTQ","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":214},"parentClipId":"17459390278110456718","href":"/preview/17459390278110456718?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/17459390278110456718?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"7140293571002792368":{"videoId":"7140293571002792368","title":"Get Started with \u0007[Qdrant\u0007] \u0007[Vector\u0007] Database: Build your First RAG (Part 1)","cleanTitle":"Get Started with Qdrant Vector Database: Build your First RAG (Part 1)","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=7DStwsEj7rA","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/7DStwsEj7rA?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDLXpWeXRPUUI2Mk93TWhLUmkwVER2Zw==","name":"AI Anytime","isVerified":false,"subscribersCount":0,"url":"/video/search?text=AI+Anytime","origUrl":"http://www.youtube.com/@AIAnytime","a11yText":"AI Anytime. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":2825,"text":"47:05","a11yText":"Süre 47 dakika 5 saniye","shortText":"47 dk."},"views":{"text":"43,5bin","a11yText":"43,5 bin izleme"},"date":"15 eki 2023","modifyTime":1697328000000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/7DStwsEj7rA?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=7DStwsEj7rA","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":2825},"parentClipId":"7140293571002792368","href":"/preview/7140293571002792368?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/7140293571002792368?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"11379864699249297727":{"videoId":"11379864699249297727","title":"\u0007[Vector\u0007] \u0007[Search\u0007] and applications by Andrey, CTO, \u0007[Qdrant\u0007]","cleanTitle":"Vector Search and applications by Andrey, CTO, Qdrant","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=MVUkbMYPYTE","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/MVUkbMYPYTE?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDUGlVVS1uQ1Y3M2tIS2hMcml5WjVaUQ==","name":"Practical AI by Ramsri","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Practical+AI+by+Ramsri","origUrl":"https://www.youtube.com/channel/UCPiUU-nCV73kHKhLriyZ5ZQ","a11yText":"Practical AI by Ramsri. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":3272,"text":"54:32","a11yText":"Süre 54 dakika 32 saniye","shortText":"54 dk."},"views":{"text":"1,3bin","a11yText":"1,3 bin izleme"},"date":"6 ağu 2022","modifyTime":1659744000000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/MVUkbMYPYTE?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=MVUkbMYPYTE","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":3272},"parentClipId":"11379864699249297727","href":"/preview/11379864699249297727?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/11379864699249297727?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"10627626792755881210":{"videoId":"10627626792755881210","title":"Run \u0007[Qdrant\u0007] Locally in 5 Minutes: Docker Setup Guide for \u0007[Vector\u0007] \u0007[Search\u0007]","cleanTitle":"Run Qdrant Locally in 5 Minutes: Docker Setup Guide for Vector Search","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=pfX6y5tjDb8","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/pfX6y5tjDb8?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDZUVzYkNPamJTWGFvNWR3cVhMbEptUQ==","name":"datageekrj","isVerified":false,"subscribersCount":0,"url":"/video/search?text=datageekrj","origUrl":"http://www.youtube.com/@datageekrj","a11yText":"datageekrj. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":973,"text":"16:13","a11yText":"Süre 16 dakika 13 saniye","shortText":"16 dk."},"views":{"text":"1,9bin","a11yText":"1,9 bin izleme"},"date":"19 ara 2025","modifyTime":1766102400000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/pfX6y5tjDb8?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=pfX6y5tjDb8","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":973},"parentClipId":"10627626792755881210","href":"/preview/10627626792755881210?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/10627626792755881210?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"13321062352543446725":{"videoId":"13321062352543446725","title":"\u0007[Qdrant\u0007]: Open Source \u0007[Vector\u0007] \u0007[Search\u0007] Engine and \u0007[Vector\u0007] Database (Andrey Vasnetsov)","cleanTitle":"Qdrant: Open Source Vector Search Engine and Vector Database (Andrey Vasnetsov)","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=bU38Ovdh3NY","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/bU38Ovdh3NY?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDSG5Cc2YyckgtSzdwbjA5cmIzcXZrQQ==","name":"CMU Database Group","isVerified":false,"subscribersCount":0,"url":"/video/search?text=CMU+Database+Group","origUrl":"http://www.youtube.com/@CMUDatabaseGroup","a11yText":"CMU Database Group. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":3757,"text":"1:02:37","a11yText":"Süre 1 saat 2 dakika 37 saniye","shortText":"1 sa. 2 dk."},"views":{"text":"15,5bin","a11yText":"15,5 bin izleme"},"date":"15 eyl 2023","modifyTime":1694736000000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/bU38Ovdh3NY?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=bU38Ovdh3NY","reqid":"1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL","duration":3757},"parentClipId":"13321062352543446725","href":"/preview/13321062352543446725?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","rawHref":"/video/preview/13321062352543446725?parent-reqid=1774150618386950-12944702302921893497-balancer-l7leveler-kubr-yp-klg-34-BAL&text=Qdrant+Vector+Search","isEmbedOnly":false,"shouldPlayInstreamPreroll":false}}},"viewer":{"_isInitial":false,"clips":{"items":{},"dups":{},"loadingStatus":"None"},"internal":{"videoId":"","sandboxEventPrefix":"sandbox:","sandboxVersion":"0x906f9600bf4","isEmbedded":false,"from":"yavideo","service":"ya-video","hbPeriod":30,"table":"video_tech","isInstreamDisabled":false,"nonce":"2944702302921893497734","errorList":[],"isAdultAdv":false,"isImportantCommonAdv":false,"shouldShowAdvId":false,"advConfig":{"under-player":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"under-player-lite":{"regular":{"default":"R-I-48058-728"},"adult":{"default":"R-I-474674-103"}},"under-player-old":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"video-list":{"regular":{"default":"R-I-48058-708","mail":"R-A-13411721-2"},"adult":{"default":"R-I-474674-101","mail":"R-A-13426421-2"}},"search-list":{"adult":{"default":"R-I-474674-135","mail":"R-A-13426421-23"},"regular":{"default":"R-I-48058-751","mail":"R-A-13411721-23"}},"search-grid-row":{"regular":{"default":"R-I-48058-718","mail":"R-A-13411721-4"},"adult":{"default":"R-I-474674-109","mail":"R-A-13426421-4"}},"search-grid-head":{"regular":{"default":"R-I-2120168-7"}},"search-list-right":{"regular":{"default":"R-I-8843654-1"}},"before-player-old":{"regular":{"default":"R-I-2120168-1"}},"before-player":{"regular":{"default":"R-I-2120168-1"}},"search-grid-inplace":{"adult":{"default":"R-I-474674-126","mail":"R-A-13426421-16"},"regular":{"default":"R-I-48058-742","mail":"R-A-13411721-16"}}},"shouldValidateSandbox":false,"sandboxInitTimeout":15000,"isSSROnlyMastheadEnabled":true,"query":"Qdrant Vector Search","queryUriEscaped":"Qdrant%20Vector%20Search","filterMode":1,"isUserChild":false,"advInstreamConfig":{"regular":{"default":{"category":"2","impId":"7","partnerId":"2216089","vmapScenarioId":"119"}},"adult":{"default":{"category":"3","impId":"4","partnerId":"1988486","vmapScenarioId":"119"}}}},"playbackQueue":{"currentIndex":0,"items":[]},"related":{"items":[],"pages":[],"loadingStatus":"None","nextPageNum":0,"ncrnd":0},"playlist":{"items":{}},"delayedViews":{"ids":[],"loadingStatus":"None"}}}