{"pages":{"search":{"query":"Physics İnformed Machine Learning","originalQuery":"Physics Informed Machine Learning","serpid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","parentReqid":"","serpItems":[{"id":"12477410132098916362-0-0","type":"videoSnippet","props":{"videoId":"12477410132098916362"},"curPage":0},{"id":"9199119293378715336-0-1","type":"videoSnippet","props":{"videoId":"9199119293378715336"},"curPage":0},{"id":"4949748593692983403-0-2","type":"videoSnippet","props":{"videoId":"4949748593692983403"},"curPage":0},{"id":"15967416009644440155-0-3","type":"videoSnippet","props":{"videoId":"15967416009644440155"},"curPage":0},{"id":"R-I-113683-5-0-4","type":"direct","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"","renderTo":"","pageNumber":4,"grab":"dFBoeXNpY3MgxLBuZm9ybWVkIE1hY2hpbmUgTGVhcm5pbmcK","statId":4,"darkTheme":false,"lazyLoad":false,"extParams":{"reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","ui":"desktop","yuid":"1287858791769260851"}}},"isAdult":false,"position":4,"placement":"empty"},"curPage":0},{"id":"392880962187409859-0-5","type":"videoSnippet","props":{"videoId":"392880962187409859"},"curPage":0},{"id":"16310850060317736533-0-6","type":"videoSnippet","props":{"videoId":"16310850060317736533"},"curPage":0},{"id":"7335946011907372054-0-7","type":"videoSnippet","props":{"videoId":"7335946011907372054"},"curPage":0},{"id":"7123578353271651243-0-8","type":"videoSnippet","props":{"videoId":"7123578353271651243"},"curPage":0},{"id":"4885423406722128552-0-9","type":"videoSnippet","props":{"videoId":"4885423406722128552"},"curPage":0},{"id":"12789266205443693732-0-10","type":"videoSnippet","props":{"videoId":"12789266205443693732"},"curPage":0},{"id":"R-I-113683-5-0-11","type":"direct","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"","renderTo":"","pageNumber":11,"grab":"dFBoeXNpY3MgxLBuZm9ybWVkIE1hY2hpbmUgTGVhcm5pbmcK","statId":11,"darkTheme":false,"lazyLoad":false,"extParams":{"reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","ui":"desktop","yuid":"1287858791769260851"}}},"isAdult":false,"position":11,"placement":"empty"},"curPage":0},{"id":"2110876019385630557-0-12","type":"videoSnippet","props":{"videoId":"2110876019385630557"},"curPage":0},{"id":"1330967851458132275-0-13","type":"videoSnippet","props":{"videoId":"1330967851458132275"},"curPage":0},{"id":"14912604088658324867-0-14","type":"videoSnippet","props":{"videoId":"14912604088658324867"},"curPage":0},{"id":"3996969288378143482-0-15","type":"videoSnippet","props":{"videoId":"3996969288378143482"},"curPage":0},{"id":"1834261032502501208-0-16","type":"videoSnippet","props":{"videoId":"1834261032502501208"},"curPage":0},{"id":"2284885478583605079-0-17","type":"videoSnippet","props":{"videoId":"2284885478583605079"},"curPage":0},{"id":"5109385580419258644-0-18","type":"videoSnippet","props":{"videoId":"5109385580419258644"},"curPage":0},{"id":"7572624015620942906-0-19","type":"videoSnippet","props":{"videoId":"7572624015620942906"},"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,"isFeedbackModalVisible":false,"correction":{"items":[{"kind":"reask","rule":"Misspell","query":"Physics \u0007(I\u0007)nformed Machine Learning","url":"/video/search?text=Physics+Informed+Machine+Learning&noreask=1&nomisspell=1","params":{"text":"Physics Informed Machine Learning","noreask":"1","nomisspell":"1"},"helpUrl":"https://yandex.com.tr/support/search/info/request-correction.xml","helpTarget":"_blank","helpAriaLabel":"Yazım hatası düzeltme servisi"}],"id":"878620533370"},"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":"dFBoeXNpY3MgxLBuZm9ybWVkIE1hY2hpbmUgTGVhcm5pbmcK","darkTheme":false,"lazyLoad":false,"extParams":{"reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","ui":"desktop","yuid":"1287858791769260851"}}},"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%3DPhysics%2BInformed%2BMachine%2BLearning"},"main":{"_isInitial":true,"snippets":[],"serpFooter":{"linksGroups":[]},"isLoggedIn":false,"tags":[]}},"internal":{"nonce":"7860886850231475197243","expFlags":{"video_settings_toolbar_redesign":1,"velocity_delay_drawer":1,"video_feedback_in_d2d":1,"video_viewer_heartbeat_disabled_in_no_js_api":1,"video_search_toggle_with_text":1,"velocity_disable_suspense":1,"video_viewer_desktop_smart_layout":1,"dark_theme_desktop":"cookie","distr_splashscreen_on":1,"video_viewer_check_sandbox_origin":1,"video_font_yandex_sans":1,"video_adv_new_show_rules":1,"video_resource_loader":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"}}},"new_template_version":4,"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_no_islands":1,"video_viewer_channel_link_mode":2,"video_partner_label":1,"video_resource_loader_load_timeout":6000,"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_viewer_critical_error_codes":"101,102,103,100,151,152,153,154,155,156,150","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,"beauty_header_futuris_tab":9,"video_related_suggest_enable":1,"video_redirect_plug":2,"video_adv_grid_inplace":1,"distr_popup_on":1,"dark_theme_desktop_default_pref":"system","video_search_toggle_enable":1,"video_depot_viewer_related_adv_margin":400,"video_viewer_doc2doc_instant_load":1,"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":1,"distr_pcode_off":1,"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":["1472324,0,93;1466867,0,89;1457622,0,29;1424968,0,1;1468855,0,52;1460716,0,48;1462157,0,87;1460214,0,67;1465968,0,95;1472010,0,37;1472031,0,43;1461642,0,62;1383554,0,4;1339938,0,89;45958,0,88;1464523,0,71;1470250,0,54;1463532,0,38;1282204,0,84;1466296,0,90;1465919,0,8;1472530,0,64;1463531,0,52;1452051,0,68;1349038,0,28;1466618,0,87;1470513,0,23;1465688,0,21;1467619,0,71;1472080,0,9;1467157,0,11;1470320,0,89;663893,0,57;1470415,0,76;151171,0,36;126309,0,90;1269693,0,46;1281084,0,48;287509,0,43;1447467,0,18;1005534,0,66;1466397,0,43;912286,0,11"],"isYandexNet":false,"platform":"desktop","isEnLogo":true,"retpath":"https%3A%2F%2Ftwitter.yandex.com.tr%2Fvideo%2Fsearch%3Ftext%3DPhysics%2BInformed%2BMachine%2BLearning","mordaUrl":"//yandex.com.tr/","videoSearchUrl":"https://twitter.yandex.com.tr/video/search?text=Physics+Informed+Machine+Learning","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":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","backUrl":"//ya.ru","url":"https://twitter.yandex.com.tr/video/search?text=Physics+Informed+Machine+Learning","isIntegrationTest":false,"isEndToEndTest":false,"shouldDropLogs":false,"seo":{"title":"Physics İnformed Machine Learning: Yandex'te 2 bin video bulundu","description":"Результаты поиска по запросу \"Physics İnformed Machine Learning\" в Яндексе","keywords":"яндекс видео, поиск видео, смотреть онлайн, сериалы, фильмы, клипы","shareTitle":"Physics İnformed Machine Learning — Яндекс — поиск по видео"},"isEmbedded":false,"isPumpkin":false,"sessionCsrfToken":"ycefbfbf505ec3a4ae9d68ed72a422409","reportFeedbackBaseProps":{"initEmail":"","metaFields":{"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)","userTestids":"1472324,1466867,1457622,1424968,1468855,1460716,1462157,1460214,1465968,1472010,1472031,1461642,1383554,1339938,45958,1464523,1470250,1463532,1282204,1466296,1465919,1472530,1463531,1452051,1349038,1466618,1470513,1465688,1467619,1472080,1467157,1470320,663893,1470415,151171,126309,1269693,1281084,287509,1447467,1005534,1466397,912286","queryText":"Physics Informed Machine Learning","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","userRegionName":"","userRegionId":"id() {\n return this._region.id;\n }","yandexuid":"1287858791769260851","uid":"0","isChildAccount":false}},"userTestids":"191768,238743,246500,253288,265553,270072,277807,274239,294077,278842,331010,338398,378416,359879,415420,644350,652605,645301,679708,689693,690449,696466,696473,722746,740796,776165,771230,781521,790415,801982,851450,886706,883477,900639,931367,937268,969063,935488,945314,989988,982463,991363,990185,1015567,1011895,1035320,1033956,1035241,1036046,1087297,1060131,1071879,1078818,1077703,1116602,1045814,1131637,1144233,1151726,1156933,1174275,1173000,1167408,1202006,1194718,1221235,1228280,1239596,1227266,1226860,1246754,1276447,1289213,1316370,1313283,1321224,1300570,1320679,1352408,1342688,1344637,1341968,1345362,1343279,1367583,1336673,1348424,1382036,1391511,1384451,1402882,1407422,1417605,1424780,1429092,1438908,1444206,1449283,1452713,1457995,1459277,1459585,1461130,1466451,1299604","regionId":20815,"isYaRu":false,"shouldUnmountSearchPageInViewer":false,"videoGlobalContext":{"platform":"desktop","isPumpkin":false,"language":"tr","user_time":{"epoch":"1769260878","tz":"America/Louisville","to_iso":"2026-01-24T08:21:18-0500","__is_plain":1},"isHermione":false,"shouldStubImages":true,"enableVideoPreviewInHermione":false,"reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-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":"1472324,1466867,1457622,1424968,1468855,1460716,1462157,1460214,1465968,1472010,1472031,1461642,1383554,1339938,45958,1464523,1470250,1463532,1282204,1466296,1465919,1472530,1463531,1452051,1349038,1466618,1470513,1465688,1467619,1472080,1467157,1470320,663893,1470415,151171,126309,1269693,1281084,287509,1447467,1005534,1466397,912286","queryText":"Physics Informed Machine Learning","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","userRegionName":"","userRegionId":"id() {\n return this._region.id;\n }","yandexuid":"1287858791769260851","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":"7860886850231475197243","disableDoc2DocHostLink":false,"shouldHideChannelLink":false,"disableChannelLink":false,"userConnectionRtt":157,"animated":false,"isDoc2DocScrollFix":true,"smartDesktopLayout":true,"enableVIImprovements":false,"enableLazyPoster":false,"isAdvDisabled":false,"shouldShowVideoPlaylistPane":false,"isVideoTranslationSupported":false,"isSummaryDisabled":false,"isSummaryOnlineEnabled":true,"shouldRenderBroSummaryApiContainer":false,"shouldDropLogs":false,"shouldUseBeacon":false,"hasAdBlock":false,"rknWarnHosts":[""],"relatedAdvRootMargin":400,"postInstreamScreenDuration":2000,"minVideoDurationForInstream":120,"isInstreamEnabledInTesting":false,"isFinalHeartbeatDisabledInNoJsApi":true,"wildcard":false,"isAdvUnderPlayerRedesign":false,"disableEarlyEventsInD2d":false,"isDoc2DocInstantLoadEnabled":true,"disableEarlyEventsUnsubscribe":false,"showDebugRelatedURL":false,"shouldUseBetaErrorLogging":false,"shouldShowMetaUnderPlayer":false,"isVideoViewerMetaTitleHidden":false,"isStickyPlayerDisabled":false,"headerNoFavicon":false,"headerBranded":false,"shouldCensorSensitiveContent":false,"isAdvUnderPlayerTransparent":false,"isDoc2DocGridLayoutEnabled":false,"detailsRedesignEnabled":false,"detailsRedesignV2Enabled":false,"detailsRedesignV3Enabled":false,"isIslandsDisabled":true,"isD2DEmptyLoadFixDisabled":false,"isRoundedPlayerEnabled":false,"isSettingsToolbarRedesign":true,"isDoc2DocEmptyRetryEnabled":false,"isAdvUnderPlayerWithBackdrop":false,"isTouchAdvWithBackdrop":false,"isDoc2DocErrorScreenEnabled":true,"isDoc2DocFeedbackKebabEnabled":true,"isCommentsEnabled":false,"isCommentsCountOnSnippetsEnabled":false,"criticalErrorCodes":["101","102","103","100","151","152","153","154","155","156","150"],"isVideoMainButtonInitiallyCollapsed":false,"isAdvUnderPlayerWithInnerPadding":false,"isKebabAdvancedActionsEnabled":false,"isKebabOnTouchVideoSearchEnabled":false,"isAdvVideoListLikeUnderPlayer":false,"isSummaryInMetaButtons":false,"isSummaryInMetaButtonsDesktop":false,"isMetaCommentsButtonEnabled":false,"preventAdvHideOnEmpty":false},"shouldShowAdvId":false,"isAdultQuery":false,"isSensitivePage":false,"showSensitive":false,"shouldReplaceHref":false},"user":{"tld":"com.tr","isEuDomain":false,"login":"","passportId":"","isLoggedIn":false,"locationName":"Columbus","isFamily":false,"yandexuid":"1287858791769260851","ugcCsrfToken":"","family":1,"isChild":false},"config":{"skinMode":"system","skin":"light","version":"releases-frontend-video-v1.1753.0__c83439c9643899cbfcbabfd82f198d10e202213a","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","snippet":"254","icon":"1167","abuse":"1436","submit":"297","wizard":"358","incut":"1073","extralinks":"3557","show":"487","feedback":"296","out":"3218","popup":"1544","scroll":"768","retry":"3545","region":"287","help":"177","settings":"1137","recommendations":"2671","home":"1319","soo":"65","youtube":"624","google":"66","bing":"568"}},"clips":{"items":{"12477410132098916362":{"videoId":"12477410132098916362","docid":"34-3-4-Z6E59E9A9A9010D2B","description":"Research Connections | Applying physics-informed neural networks (PINNs) in engineering scenarios involving millions of elements presents a significant computational challenge, as the complexity...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3390034/7a2fc641287a1a639d5c87344f2f30b3/564x318_1"},"target":"_self","position":"0","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D99FUvhnXxgA","linkTemplate":"/video/preview/12477410132098916362?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics-Informed AI Series | Machine Learning in Large Scale Engineering Simulations","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=99FUvhnXxgA\",\"src\":\"serp\",\"rvb\":\"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_QkE_AD4_vkEDgX9AQ3--gn2__8A5A_8-Aj9AQAA5wgBAwAAAA7vCAIHAAAA8QP3-vwAAAADDPX_BAAAAPYB_wP6AAAADw37BP4BAADz8P8BA_8AABUTAQv_AAAA-RcI_P7_AAD_BwX8AAAAABkI_wcAAAAAIAAtS-THOzgTQAlITlACKnMQABpgEAcABhQSCPr1Du8HB_AT5vkn6_rdGQAP3gAEFwPnDSDbwP4PAC3hEATIAAAAH_HoAfoA-0ECy-jvAgn8-Mf8Efd_8Qn7DAUK6dzy9ds5BxMU_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-AAAsPgAAuD0AAA2_AACCvgAA4LwAADA9AAAsvgAAiD0AAJI-AAC2vgAAuL0AAKI-AACAuwAA7j4AANY-AAB_PwAAqL0AAMi9AACgvAAAkr4AAEC8AACiPgAA1r4AAIA7AAA0PgAAND4AAKC8AABMvgAATD4AAII-AAD4PQAAiD0AAHS-AAA8vgAAJL4AANq-AACgvAAAbD4AADA9AACoPQAADD4AAAw-AACgPAAA2D0AAFC9AAAUPgAADL4AAEw-AADgvAAARD4AAIi9AABXPwAA6L0AAPg9AACgPAAAcL0AABC9AAAQvQAAmD0gADgTQAlIfFABKo8CEAEagAIAACS-AAAQvQAAFL4AAC2_AACAuwAA4DwAAIg9AADYvQAANL4AADQ-AABAPAAARL4AADS-AACSvgAA6D0AAHC9AAAQPQAAIz8AAIA7AACqPgAAoLwAABA9AAAQvQAAoDwAAEA8AABAPAAARL4AAEC8AADYPQAA4LwAAJg9AABQPQAAQDwAAKi9AABMPgAAiL0AAJI-AAAMPgAAnr4AAKA8AACIPQAA2D0AANi9AABAvAAAqL0AAMg9AAB_vwAAoLwAAIC7AACovQAAyD0AAJa-AADoPQAAQDwAAKg9AAAQPQAAED0AABC9AABQvQAAcD0AAIA7AAAEPgAAED0AALg9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=99FUvhnXxgA","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["12477410132098916362"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"9199119293378715336":{"videoId":"9199119293378715336","docid":"34-1-6-Z1080DCC9AEE44126","description":"This video introduces PINNs, or Physics Informed Neural Networks. PINNs are a simple modification of a neural network that adds a PDE in the loss function to promote solutions that satisfy known...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/4388318/fa78640a16fbadef55a8af6a23bbd2e8/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/H61SSgIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"1","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D-zrY7P2dVC4","linkTemplate":"/video/preview/9199119293378715336?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics Informed Neural Networks (PINNs) [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=-zrY7P2dVC4\",\"src\":\"serp\",\"rvb\":\"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_wIA7wP--wQBAAAP_QYC9wAAAPMR-gIGAv8AAOkIAQMAAAAQ__wQBgAAAO35__P2AAAABAT3BwQAAAAA_P4G-QAAAAkH_PcJ_wEB_Pv99gL_AAAW_gYDAAAAAP4LCAT6_wAA_AgIBQAAAAATAfkAAAAAACAALbWT1js4E0AJSE5QAiqEAhAAGvABcgcHAcb48_7mFMIB2CPlAYEAAv8JHOj_zQM0AdkG4wHnEBIA4uwZ_xPrIwDC9AEA-uz8_-X97wAHBQEAMAPyAN44AwARzAMAFSAHAMIB7AHXFgH-8_vzAP37Af4E_vQAHPUD_jgLyAEb_eQAHRMiAfUj7gb58hUE4iHyAOPxBwUOGuH9EN4OBAk0GQDT9gn-5xb--iUV3f4URvUA9hkf_sPIA_8S7vz7C_b8CxAC7P41FfL89yzp_d7_BgcUC_37DvEL9g_vE_kgJQn4PgoPBgfgDAf3BAAH1-b3BVLdBvYV9fQQ2-n29vsd9f8mCPwCIAAtv08kOzgTQAlIYVACKs8HEAAawAfxLeS-M8U3PfVHHLw3Hmc9vWyQPU78R73ThG07ioKNu16kKzwrq4Q9aYhvPQ8JX7uz8HW-x9CWvEVkQDnGa6Y-yKpSPOmXLbzJ7l294n72PBjWSL3zWQ6-OG83PXb7LLs0Gm-9KU10PW-oDj3S6wU9ZoPMvNUiAr3w4Mc9m4edPZfyq7wvm0o9t0orvdZoIrxlOxu8V_RdvZ_aYzojnQa9_a0Tvc4-6rxz4XY8BUrvPIK5jDy6Z629QVIavZnZQjyT6Zs9SuoKPM3-5buchLk7fjvJvOqrULwfoaS7ViYhPWaGqjv04fQ8VbqgPNAvBDtdTi49MQP6vK13rDu5asM8lfW2PIxtLTxenQM9u9HnPbgQGDwY0gG-SYOrPZYmJbwQ4L699XP5PGLOfTx-rMs97G55vFRVibtCvvi6K1bovF0v8rvRhYc8Go-MOidXCLvq48Y8evGPPdJvobu-W-o8ls6XPY82jrlWH9m8ygNsu2TayLyVaKS8SvPCveBFY7vd3sQ9pDbRvdd_pTq-Pqk9V8IHvIAtirzB0g-9KNMIvTWfTrw3E6i91rkzPPzjubuvIsg8304nvWdqrbwGdcu97x2FvWEWVbkOPgM95zrIvS8zbDy9qSi9eVGlPVC6croHIza9vBybO6PKMLymffM9Q1QEPHjV3jvweJm9a3YuvUQe-ztGDow9xZQDvfwxbzsjmiU9ANOIvUR_jDnVlQ8-1OxGveVHGbnXBl28Z0pGvMACObtV8bu9a-2CPYBa8zgh1Ls8s2cFvd3Brzj-t5I8BlwBPdsdLDij0iM9nk-TvVYKQzlYnKA8C0_ePNGPxTgcBak6ENBYPOjKBrpnKD4-xAWgvHONCjlwqAa844havFuSqLrljJK9k7kDveN9nrmH4mk9ljW7vGLTwbg2vOo86OyePamjxrgcBtg828cFvTZXaTlINx09uiMturTTXLl0orO9c2UwvbdUbbjm_I69MgyOvNleArkK8hO94529PZVT1biLNK-6mrKRO2XLILgRc-k9v8I4PQaX6jcQrK8928PevcifPLhU_tY7zuLlPU9VWjjCS7W9jU0CPA26TzYESP68t9OWvRhjLrac5ao7FhWxPNNV27cpkh--tPSivYdBqDhC9P88O8uHvGYRz7i85no8nEkgPY9DNjiqTmI8yuG0u76QNzjo5Fu91vAjvUkiMLUU9E09tL2nvZeXjbdVGKY9bQvFPYPH5zgpnmm8eM2QPaHmmrhwysG9Mxf4PbrcpjgwB-o7twkHvqealbcgADgTQAlIbVABKnMQABpgFe8ATQM04PYfNfwD0_QLAeoU4gO39f_gyAAYKxYC7TTv2DMWACvVH_CtAAAAHfHmDfUA8m_E2fQV_gj-qpoAGAR_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_AAA0wgAAmEEAAFBBAACAPwAAIMIAAKBAAAA0wgAA4EEAABDBAACIQQAAXMIAAMjCAABoQgAA4MEAACDCAAB4wgAAYMEAABhCAABQwQAAAMAAAMDAAACgQAAAQEEAABDCAAAwwgAA4MAAAHhCAADIwQAAQMEAAFBBAAAwQgAAEEEAAIhBAABAwQAAhkIAALhBAABAwQAAlEIAABzCAADAwQAA3sIAAPDBAADIQQAAoMAAAFDBAAAcQgAAmEEAAEBAAAAgwgAAMEEAAHBBAAAkwgAAIMEAAFxCAADQQQAADMIAAMDCAACAPyAAOBNACUh1UAEqjwIQABqAAgAANL4AAAy-AABMPgAAir4AACQ-AAAMPgAAqL0AADG_AADivgAAMD0AAGQ-AAC4PQAAgDsAALY-AAAsvgAAUL0AAK4-AABQvQAA1j4AAO4-AAB1PwAADL4AAFw-AACIvQAAqr4AAKq-AACOPgAAwr4AANg9AACyPgAAZD4AADS-AAA8vgAAhj4AAHw-AABwPQAAqD0AAK6-AAA8vgAAXL4AAPi9AADKvgAAgj4AADC9AABkPgAA2D0AAKg9AABMvgAATD4AAA2_AADgPAAAlr4AAII-AABkvgAAqL0AABC9AAB_PwAAjr4AAOg9AABEvgAAgr4AABA9AADIvQAAuD0gADgTQAlIfFABKo8CEAEagAIAADy-AACAOwAAgr4AACe_AACgPAAADL4AAHA9AABcvgAAuL0AADA9AAC4PQAAML0AAFS-AACKvgAAJD4AAMi9AAC4vQAA-j4AAAS-AACuPgAAQLwAAFA9AAAUvgAAQDwAAKi9AACAuwAA6L0AAIC7AABkPgAAEL0AAPg9AAC4PQAANL4AAOA8AADIPQAA6D0AAHQ-AABEPgAAjr4AAKC8AABQPQAAMD0AAAy-AAA0PgAAmL0AAMg9AAB_vwAAgLsAAOA8AACovQAAiL0AAGy-AAAcPgAAED0AABC9AAC4PQAA4DwAAJi9AACovQAAoLwAABy-AAAEPgAADD4AAHA9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=-zrY7P2dVC4","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":3840,"cheight":2160,"cratio":1.77777,"dups":["9199119293378715336"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"videoContentId":"3398373396"},"4949748593692983403":{"videoId":"4949748593692983403","docid":"34-10-7-Z510E886831E31068","description":"This video describes how to incorporate physics into the machine learning process. The process of machine learning is broken down into five stages: (1) formulating a problem to model, (2)...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/4079579/fd96113d362bf5ce1d3f237e816d6bb0/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/2WF0QwIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"2","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DJoFW2uSd3Uo","linkTemplate":"/video/preview/4949748593692983403?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics Informed Machine Learning: High Level Overview of AI and ML in Science and Engineering","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=JoFW2uSd3Uo\",\"src\":\"serp\",\"rvb\":\"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_gEQ_QYC9gEAAOEB9v8K_AIABPH-AgQAAAAM-woLBwAAAPr88_n1_gEADgf0AwQAAAAKDgb7-QAAABQSBwr-AQAA_PcC_wP_AAATCgkB_wAAAAcWBvYA_wAA_g__7gEAAAATDPQJAAAAACAALUvkxzs4E0AJSE5QAiqEAhAAGvABfyMjA6cDE_wrF_oA3v_3AZwII_9XDe4A7PXjAPET_QANGvIB7u4OADAb9wC8_usBtQQD_w3fBAD2JwcANRz4AAgY9QAx3_0ALePaANkA5v8eCvj_7-8XAhH04v8iCgD9EQAk_gIF-P4NIf8A_xIJ_t3hDgQEAOcB3fEtBCEVAf4NF-P9CvkFA-4G9wEb_ygED-Hw_esLA_0s9ggHGfLd__386AIa_PwI7R4JA_no_wMJGfsA_Ar9_v3lAAcDEPz86ucZABoV8QgALwD8_vv6AAsJFP4i7gT_FRcQ_OD7CPkO8PUA_eH__gMsAhTvDwMKIAAtJ9AzOzgTQAlIYVACKs8HEAAawAeJCfK-766OvD0W0bycau09fm90u0kJBr3tftW9O-qDvOeUW7xNE5Y9oxWJPUFvAD2z8HW-x9CWvEVkQDkUlEI-RkUcvXPoALxCOyy9G7ILPSrxSrtP5dS9-vePPLrsIT1Aijo9LBNZPC54DL0rh5a8ZwCcuxIQODwFFgA-Q-lGvcMcc7s6dlA-IuKmPH5q4bxb0eY9g1M6PbUASDswry29Lr_dvHkPxLtJ4dW8FYmuPC7bWD0RrAU8VlsYPLwq67wEkiA-BpFaOiV0vLwP63K98ScNO-_4mzzfGJK92b_hPAGZxjsRhzE9b2glvUj1grxhlmw9Cl-kPSDZtzxPuoS7__G5vPW1U7yNOoQ8tg-5PPFWpzxn7gG9AQBbPMszzLsQ4L699XP5PGLOfTzCB6C9yzwoOySCzDzl8ro9w920vAS6I7ySblU9Ass7vQn1-Lsdx8S9IvSdPYFGELpOjsw9HnohPT4u4LsLuOe9dlCJO1uEmLwqgKi954R1vWnbVbwK3JW94nWtvfmV2jsYzJ88mr7Pu_6o3TuiIrO9sUmTPfnu-ztSSPC7INa2PNWokbyfiVW8F00iPd28J7xqMYi99h9evWl0A7nou_s9CxZdvaDmHDxJcFm9dC7BuyuQ0TtdrIO9BLapvQ2MPDvHqEG9eQv_vAfrc7g36je9ebJ7PWA26LqqHfI7HaIkuvKXFjwlo9S8Rd3_OhjcLjoH7uA9etweu_alDrqWFXk9X9HtvMp_VDqa1mE9gGQavT3WLbqZEAO-616tvSAzwTddL6I9RKJ1PKzQhzgMwqY9Qs1wvZYlLDnbo8e9ydDMvNMfGjgNLqe93boWPUVB87lak6g9cka-Pa2vADqc-hC-Xw3QPG9HKjpH45A8YasfPcEPIboG11w9b6LxPMt3orlSF588UvbBPZeO7bioW8E9_uSJPRtHnDViUME9dggSvfaBc7kQY4w7mNqSvYPSNDjnItk8A8z8vVJJyDnDT5e904MCPtN-SblR2fC8OeUbPZJKlDjAA8i9CK1HvW5EzLauAma9_te5vK01orfOge-89AF8vend2TjVf5A77IbtvMG_yDhn2Q49zXJevcCGpzdugB691oOTOyJNCrgpkh--tPSivYdBqDjKLVI84CsbvKMgXbhOwZC9P75OvVNOZTfrG7g9Tyc0PZw1hbeBJmK9TagbPXYHdTjXnGg93xE6vU9iGbj7u609H1o1PRlhyzi6E6y8cty5PXQwGLluA429J2muPb_3FjfvKU89w7ZFvVHJB7ggADgTQAlIbVABKnMQABpgLPwAL_cb3egCMuneIdwe9w428yLb_v_29AAVMhUCAxbZpRUP_xfZCR-wAAAAGOXTDyMADWYWxQL30PAFwMEC_Ox_-Bbk6gku6M3dCOQR_vs7_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_AAC2vgAAgDsAAKC8AABAvAAAPD4AAAs_AABkvgAAcD0AALY-AACAuwAA7j4AABE_AAB_PwAAnr4AALg9AADoPQAAvr4AAHA9AABcPgAAor4AAAy-AAAwPQAAJD4AAEA8AACKvgAAuD0AAP4-AACYPQAAUL0AAI6-AABEvgAA6L0AADS-AABwvQAAZD4AADC9AAAQPQAAyD0AAGw-AAAQPQAAVD4AAIq-AAAQPQAAB78AAL4-AACCPgAAyD0AAIC7AABpPwAA2L0AANi9AADgvAAAQLwAABQ-AADYvQAARD4gADgTQAlIfFABKo8CEAEagAIAADC9AACOvgAAyL0AAB-_AAAUPgAAoLwAAEC8AABAvAAAPL4AANg9AAC4vQAA6L0AAFC9AACuvgAALD4AAIi9AADgPAAAJT8AAHA9AAC-PgAAiL0AANg9AACYvQAAyD0AAOg9AAD4vQAAML0AAOC8AACoPQAAoLwAADA9AACoPQAAmD0AADA9AABEPgAAyL0AAI4-AADIPQAAqr4AAHw-AACoPQAAoDwAAAS-AACgPAAAmL0AAPi9AAB_vwAA4DwAAKi9AAA8vgAALL4AAJ6-AABwPQAAiL0AAOA8AACYPQAAED0AADC9AAD4vQAA2D0AAOi9AAC4PQAAyL0AALg9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=JoFW2uSd3Uo","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":3840,"cheight":2160,"cratio":1.77777,"dups":["4949748593692983403"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"videoContentId":"3445291625"},"15967416009644440155":{"videoId":"15967416009644440155","docid":"34-1-9-Z0C30D2FF03E6BCEE","description":"Research Connections | Data-driven surrogates, physics-informed machine learning, and physics discovery represent three key approaches in the application of machine learning to physical systems.","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3413249/289bc4294b8ed49e87bf9109a72f53d9/564x318_1"},"target":"_self","position":"3","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Dr0du-oDA6MI","linkTemplate":"/video/preview/15967416009644440155?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics-Informed AI Series | Bridging Machine Learning and Physics","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=r0du-oDA6MI\",\"src\":\"serp\",\"rvb\":\"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-Aj_AgD0BAf3BAEAAQ_9BgL3AAAA5g79-Af9AQD37P4GBwAAAAv7CQoHAAAA9_3-9fr_AAALDfsCBQAAAAAC___7AAAADAH5Awj_AQH_Bfv_A_8AABIKCAH_AAAAAA4B-f3_AAD7CAb1AQAAACAA-AQAAQAAIAAttZPWOzgTQAlITlACKnMQABpg9QAAHzYS8OQaDu39I9wcAgY10Q7QFP_06AAZKOLr-R7YuSQY_yLbDfi2AAAAEA64AhkA6l_0zt0TE_TswsrvB_h_6Cra7gn3A7sICOE1EQs13kBBAN348Bk5v9AlFxQVIAAtf-g3OzgTQAlIb1ACKq8GEAwaoAYAABDCAABAQgAAkEEAACzCAABwQQAAgMAAAIBCAABAwAAAZMIAACRCAAAEQgAAMEEAAKjCAAAkwgAA4EEAAPDBAAAUQgAAYMIAAMjBAACgQAAACEIAAEDCAABAwAAAQEAAAHDBAAD4QQAALMIAAJbCAADQwQAAoEAAAIA_AACQwQAAKMIAAIDAAADQwgAAEMEAAMDAAAD4QQAAcEIAACDBAAAwwQAA-MEAABBBAABQQQAAzkIAAABBAADAQQAALEIAAOhBAACQQQAAqMEAALBBAABwwQAAsEEAAEBBAACYQQAAQMIAAGDBAACAPwAAkEEAAGRCAACgQAAAyMEAAKbCAABIQgAAQMEAAADAAABEwgAAwEEAAKbCAADAQAAA8EEAAIDAAABAwQAAoMEAALjCAABowgAAoMIAAOBAAAAwwgAAEMIAAPBCAADQwQAA4EEAAKxCAAC-wgAAAEEAAHBCAABEQgAAQEEAAGBBAABYQgAAmEEAAKDAAABgQQAAcMIAADDBAABgwQAAuEEAAODAAADAQQAAAEEAAMpCAABAwgAAQMEAAFDBAACQwQAAsMEAAFDCAABUQgAA4EEAAFDBAAAAAAAArEIAAMDAAACwQQAAIEEAAADAAABcwgAAUEEAAIDAAAAgwgAABMIAABhCAACwwQAA2EEAANjBAACgwAAAAMAAAAjCAAAswgAAIMIAADDBAADgwAAA4EEAANjBAACwQQAALMIAADBBAACgwAAAwEAAAPBBAACyQgAAEMIAABRCAAA8wgAAaMIAAADCAABEQgAAUEIAABzCAADQwQAA-MEAALDBAAAYQgAAGMIAABDCAACQQQAAyMEAAKhBAAAwQQAAUMEAANDBAAAUwgAALMIAAMBAAAAEQgAA0EEAAMhBAABAwgAAhkIAANJCAABAwQAAJMIAAJjBAADAwAAAMEIAAJTCAACIQQAA-EEAAAAAAACYQQAA4MEAAOLCAACAQAAAwEAAAIDCAAAAQAAAVEIAACBCAAAMwgAARMIAAABBAAC4QQAAoMAAABhCAAAkwgAAUMIAANDBAABwQSAAOBNACUh1UAEqjwIQABqAAgAAVL4AAKg9AACYPQAAJD4AAIi9AABUPgAAED0AAEu_AADKvgAA2D0AAHw-AAC4vQAAqD0AALI-AAAkvgAA4DwAAO4-AADIvQAAxj4AAPY-AAB1PwAAZL4AAKA8AABAvAAAur4AAHA9AACaPgAA6r4AABy-AAAwPQAAbD4AAOC8AAC2vgAAwj4AAP4-AABAPAAAMD0AAJa-AADIvQAAXL4AAKa-AABwvQAAbD4AALg9AAAEPgAAMD0AAAQ-AABMvgAAQDwAAPa-AACgPAAA0r4AAJY-AABAvAAAPD4AAFC9AAB_PwAAtr4AAFA9AABkvgAA2L0AAJg9AAC4vQAAuD0gADgTQAlIfFABKo8CEAEagAIAAES-AACIvQAARL4AABm_AACoPQAAUL0AAFA9AAAcvgAALL4AAIg9AABQPQAAFL4AABy-AAC-vgAADD4AAHC9AAAsPgAAET8AAIg9AACqPgAA4LwAAAw-AADgvAAAED0AAKA8AACgPAAAcL0AAEC8AAAkPgAAEL0AAPg9AACoPQAAuL0AAPg9AABEPgAA4LwAAI4-AAA8PgAAqr4AADA9AAAcPgAABD4AALi9AADYPQAA-L0AACQ-AAB_vwAAmL0AAPi9AACgvAAAED0AAIK-AAAkPgAA4LwAAKA8AABwPQAAUD0AAEC8AAAMvgAAML0AABS-AAAMPgAAEL0AAIg9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=r0du-oDA6MI","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["15967416009644440155"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"392880962187409859":{"videoId":"392880962187409859","docid":"34-9-17-Z5D012BB61B83A874","description":"#simulation #pinns #engineering #nvidia #machinelearning #technology Please visit our website in the following link: https://www.machinedecision.com/ Get your Discounts using the following Udemy...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2238565/37be104c7ed1c33412048f6a12f1f20b/564x318_1"},"target":"_self","position":"5","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D4W_PiU1jynU","linkTemplate":"/video/preview/392880962187409859?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Lec. 22: ODE Integration_ Training process [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=4W_PiU1jynU\",\"src\":\"serp\",\"rvb\":\"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_E8AEggQkAYAEKyqLARABGniBDBUGAAT8APMEB_YEAQABBwf3APb__wDsCu8ABQAAAPTo_gL6AAAABQAAAQQAAADrB_309AEAABYD-wcEAAAACgL3AP0AAAAOCwQACf8BAfnwAPcDAAAAFRMBC_8AAAAABAT2-_8AAAQBA_wAAAAAGQj_BwAAAAAgAC0BIMg7OBNACUhOUAIqcxAAGmAK_QBNLBDS3A4m7v_4yDD67R3KCs83_9v7_xo_-s_pPN2nISAALNcfA58AAAAeCbgK1QAIfvWx0BwDGAOejOQB-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-AAAQvQAAZD4AALq-AADgvAAA_j4AAKq-AAAkvgAABz8AABC9AAARPwAAIT8AAH8_AACIvQAAHD4AABS-AADevgAA4LwAALo-AABUvgAAjr4AAJi9AACSPgAABD4AAFS-AACCPgAAhj4AABA9AAAQPQAA1r4AAES-AACWvgAAbL4AAFy-AAAwPQAAUD0AAKi9AAAUPgAADD4AAMi9AABQvQAAur4AAIC7AADyvgAAgj4AACw-AACgvAAAqL0AAHk_AABAPAAAiL0AADS-AAD2vgAAkj4AAEy-AABUPiAAOBNACUh8UAEqjwIQARqAAgAAXL4AAHC9AADIvQAAPb8AAJi9AADIvQAAED0AAPi9AAAkvgAAiD0AAMi9AABUvgAAyL0AAHS-AAA0PgAAqL0AAEC8AAAZPwAAyD0AAGw-AADgPAAAQDwAAEC8AAC4PQAAmL0AAIC7AAAsvgAA4LwAALg9AAAQvQAAoDwAAIg9AACIPQAAyL0AAKg9AABAPAAAhj4AAIA7AACCvgAAMD0AADC9AADoPQAAcL0AAKg9AABAPAAAED0AAH-_AADgPAAAUD0AANi9AADIPQAAnr4AADA9AAAkPgAA4LwAAKg9AACIPQAAcD0AABC9AABQPQAAuD0AADA9AACgvAAA4DwgADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=4W_PiU1jynU","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["392880962187409859"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"16310850060317736533":{"videoId":"16310850060317736533","docid":"34-8-5-Z1CADC309999BB08B","description":"Speakers: Eleftherios Christofi, PhD Student, CyI Dr. Andreas Demou, Computational Scientist, CyI The introduction of physical insight into AI workflows for scientific and engineering applications...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/979594/caaded01cddf0d724e663bf52302cca7/564x318_1"},"target":"_self","position":"6","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DC1JlACK-Fws","linkTemplate":"/video/preview/16310850060317736533?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Introduction to Physics Informed Machine Learning","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=C1JlACK-Fws\",\"src\":\"serp\",\"rvb\":\"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_E5U2ggQkAYAEKyqLARABGniB_BH4CP8CAPQEB_cEAQABCAEH-vf__wDuCfEABAAAAPXp_gL6AAAACfv-BwEAAADy-v72AQAAAAQE9wcEAAAAAgf3__oAAAAMAfkDCP8BAfTx_wED_wAAGxAD_f8AAAD-CwgE-v8AAP8HBf0AAAAAFP_3DQAAAAAgAC21k9Y7OBNACUhOUAIqcxAAGmD2BwAnDw_g6CEQ-QUB2Rjz8S7bGcoBAPLuABsg6e34IPTJEgwAGuQOAcQAAAAT_dwKCAD9SAXU5hb-CPbSuPr1_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-MEAAIDAAACgQQAAoEAAANhBAADgwAAAcEIAAIhBAAA0wgAAgEEAAFxCAAAcQgAAZMIAAKBBAACgwAAAMEIAAEDBAABgwQAAMMEAAIDAAABwwQAAjkIAAGDBAAAIQgAAwMEAALjBAAAwwgAAgL8AANBBAAA4QgAAAAAAAIA_AABYQgAAfEIAAKBAAAD4wQAAsMEAABzCAABkQgAAoEEAAERCAAAQQQAATMIAAKDAAADgQQAAMEEAAGhCAACgwQAA2MEAAJjBAAAgQgAAqEEAAGDBAACEwgAAUEIAAIC_AACgQQAAiEEAAITCAAAEwgAAuMEAALBBIAA4E0AJSHVQASqPAhAAGoACAACgPAAADL4AACQ-AADIPQAAUL0AAEC8AABAvAAAG78AAP6-AADIvQAATD4AAJi9AADYvQAAuj4AAIq-AACgPAAAjj4AAJi9AACOPgAA2j4AAH8_AACCvgAAqD0AANi9AADqvgAAdL4AAGQ-AAA8vgAAuL0AAIA7AACOPgAAuD0AAHy-AACuPgAAsj4AAOi9AAA0PgAA5r4AAFy-AABAPAAAyL0AAIq-AADgPAAAUL0AAOg9AACoPQAAPD4AAES-AAAsPgAA1r4AADC9AABMvgAAmD0AANi9AAAMPgAAoDwAAEU_AAAUvgAAyD0AAIA7AACCvgAAfD4AAHC9AAAsPiAAOBNACUh8UAEqjwIQARqAAgAAFL4AAPi9AACKvgAAF78AAEQ-AABAPAAAMD0AAHS-AAC4vQAAED0AAKA8AACYvQAAqL0AAJK-AABkPgAAqL0AAPg9AAADPwAAcL0AAMI-AACIvQAAfD4AAFA9AACIPQAA4LwAALi9AABQvQAAoLwAADw-AACYvQAALD4AAOg9AADIvQAAcD0AACw-AACgPAAAij4AAII-AACivgAAoDwAACw-AAAMPgAA6L0AAMg9AAC4vQAA6D0AAH-_AADgPAAAUD0AAEA8AACAuwAAmr4AAHA9AACoPQAAqD0AAPg9AACIPQAA-L0AAPi9AACAOwAAJL4AABQ-AAAwPQAAUD0gADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=C1JlACK-Fws","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["16310850060317736533"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"7335946011907372054":{"videoId":"7335946011907372054","docid":"34-5-4-Z0DF664E88E2D807C","description":"#simulation #pinns #engineering #nvidia #machinelearning #technology Please visit our website in the following link: https://www.machinedecision.com/ Get your Discounts using the following Udemy...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/4579714/ae7f600fd8046b04f9688288599a0242/564x318_1"},"target":"_self","position":"7","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DgCoIhG4Xt4I","linkTemplate":"/video/preview/7335946011907372054?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Lec.10: Full Code Summary [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=gCoIhG4Xt4I\",\"src\":\"serp\",\"rvb\":\"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_ELAQoB_wAB-_X89_39AOUP_PgI_QEA8-z_9AL_AAACAQX8CwAAAPL6_vYCAAAABAH1_gQAAAD5CPkA_AAAAAoH8_X_AQAA__v7_wP_AAAeBQgJAAAAAAsIA_n-_wAA-wgH9AEAAAAUAvkAAAAAACAALWiEzDs4E0AJSE5QAipzEAAaYAQCADAoG937-xX5-AvdN_HyF7__3CH_DAUA8ioD7foz9K8dCAAc7x35tgAAACUF5__uAOVdANXOIAEE_qTB_vT7f9oiyOINJALsG__SJxT5POM6LgAO-eUPQuPeGSEaFyAALU_WPDs4E0AJSG9QAiqvBhAMGqAGAACowQAAoEAAAK5CAABAwgAAQEIAAOBAAACOQgAAkEEAAFzCAACwwQAAoEEAAGRCAACAwgAAdMIAAEBCAAA0wgAAUEEAAEDAAACAvwAAmsIAAGBBAACYQQAAcMEAAEhCAAAsQgAAGEIAAADBAACIwgAAZEIAAGhCAABoQgAASEIAAEjCAAAUwgAAvMIAAMDBAADAwAAAaEIAAGBBAAAgQQAA4MAAAFDBAABwwQAA4EEAAFRCAAAswgAAxMIAAKDAAABwQgAAIMEAAIbCAADYQQAAwMEAACBCAABgQQAAQMIAAKDCAAAAAAAAUMIAAARCAACgwQAAMMEAAEDBAAA4wgAAuEEAAEDBAADgwAAAAMEAADDBAAA0wgAA8EEAAJ5CAADIwQAAjkIAAABAAACKwgAAAMEAANDBAACwQQAAPMIAAEjCAABAQQAADMIAAOBAAABMQgAAmEEAAAzCAACIQgAAjkIAAFTCAADIwQAAXEIAAJhBAACowQAAcMEAAL7CAAAEQgAAbMIAAIhCAAAEwgAAPMIAABBCAAAgQQAApsIAALrCAACYQQAAAEEAALDBAACAQAAAcEEAAEBAAACwwQAA4EAAADTCAABEQgAAAEEAAMjBAADgQAAA4MAAAABBAACwwQAAwMEAACTCAABwwgAAkMEAAMDAAAAsQgAAgMEAAGBBAABkwgAA0EEAAIDBAACIwQAAQEEAAHBCAADgQAAAFEIAALDBAAAQwQAAhMIAAABBAABAQAAAGEIAAODAAACgwAAAQEAAAODBAADQQQAAIEEAAADAAADYQQAAMMEAACDBAABkwgAAQEAAADBBAACgwAAAiMIAAGBBAABAQgAAoMEAAExCAAAEwgAAEMIAACBBAADAwAAAskIAAIBCAACKQgAAcMEAACzCAAAgQgAAwMAAAMhBAAAwwQAAIEEAAIxCAADAwAAAQEIAACBCAABYwgAAMMIAAADBAACoQQAAAAAAAOjBAACUwgAAIEEAABBCAAAAwgAAysIAAGDBAABQwQAAmMEAAMBBAADAQQAAIMIAABTCAADwwQAAEMEgADgTQAlIdVABKo8CEAAagAIAAKa-AAAUPgAAUL0AANY-AAAsPgAAfD4AAHA9AAB3vwAAyr4AACS-AAAEPgAAuL0AACy-AADaPgAAFL4AABy-AAAMPgAAUD0AAIY-AACSPgAAfz8AAOi9AACaPgAAZL4AADy-AACyvgAA6j4AAJa-AABAPAAAJL4AAPo-AAAQvQAAcL0AAHA9AADWPgAARD4AALY-AAAVvwAACb8AAFS-AABEvgAARL4AAAQ-AAAEPgAAmj4AAOI-AAD-PgAAQLwAAEw-AAAdvwAADD4AABO_AACYvQAAPL4AAEA8AACgPAAAez8AAAy-AABwPQAA8r4AAHA9AAAQPQAAgDsAANi9IAA4E0AJSHxQASqPAhABGoACAACOvgAA2L0AACS-AAA_vwAAcD0AAKC8AACgPAAAuL0AABy-AAAQPQAAiL0AAFC9AAAEvgAAjr4AAKI-AADYvQAAcL0AABk_AABAPAAAqj4AANi9AAC4PQAAED0AADQ-AACovQAALL4AAIA7AACAuwAAJD4AADS-AABwPQAAcD0AADC9AAAMvgAA2D0AAIg9AAAEPgAAmD0AAJ6-AAA0PgAAdL4AAKg9AAAMvgAADD4AAJg9AADIvQAAf78AAIg9AAAUPgAAoLwAAOi9AACyvgAAgDsAAEw-AACgPAAAuD0AAKg9AADIPQAAuL0AAEC8AACAOwAARD4AAIo-AADgvCAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=gCoIhG4Xt4I","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["7335946011907372054"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"7123578353271651243":{"videoId":"7123578353271651243","docid":"34-8-3-Z0E32114FDC1FFB2A","description":"Simulation By Deep Neural Operator (DeepONets) PINNs Using Nvidia Modulus Nvidia Modulus: Advanced Topics Machine Learning For Engineering : A-Z...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3912165/0aa6b6131d1eb5bc42c2daa077dfc607/564x318_1"},"target":"_self","position":"8","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DTFMInGKl7Wo","linkTemplate":"/video/preview/7123578353271651243?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Lec. 16: Run the Training [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=TFMInGKl7Wo\",\"src\":\"serp\",\"rvb\":\"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_wIA9QEDBQcF_QEAA__4-P7-AOMB9_8J_AIA9er-AvoAAAANBQQGAwAAAPID9_r8AAAABAT3BwQAAAD-AwQF_AAAAAgH_wL-AQAA-fIA-AIAAAASCggB_wAAAAsIA_n-_wAA_QT-_QEAAAAgAPgEAAEAACAALZ571zs4E0AJSE5QAipzEAAaYAgCAFEZEtDeCBXp_fvAHv74Lt8CzBf__gb_HzwE5_U5-LgsLf861SQEpgAAACb-s_IHAOlx_7PhJvgG_J-05QnefxMc1BUgJ_m93vsQPgsYN_caLAAC8dcDU6bgIxpDFyAALfp4Hzs4E0AJSG9QAiqvBhAMGqAGAABAQAAAgMEAAFxCAACgwQAAUEEAABDBAABMQgAAsMEAAGjCAABQwgAAYEIAAIJCAAC2wgAAWMIAAMBBAADwwQAAHEIAAMhBAACowQAApMIAAPBBAAAgQQAAMEEAAOBAAACKQgAAEEIAAGjCAAAEwgAAhkIAAEhCAAAsQgAAdEIAACjCAADIwQAAqMIAAGDBAAAAQAAAokIAAADBAAA8wgAAcEEAAJBBAAA4QgAAYEEAAKBCAACCwgAAnsIAAEDBAADIQQAAcMEAACzCAABQwQAAAEAAAADAAABAQAAAIMEAAJrCAACIQQAAwMAAAHhCAACgwAAAqMEAANDBAADowQAAuMEAANBBAAAgwQAAmMEAAIA_AABAwQAAgEEAAI5CAABQwQAACEIAAABBAACCwgAA-MEAANBBAACAQAAAmMIAAEDCAAAAQQAAgEAAAIjBAADAQQAAfEIAAHjCAACQQgAAZEIAAFjCAACgwQAA2EEAAKxCAADAwAAAYEEAAMDCAAAMQgAAoEAAADxCAABowgAAjMIAAOhBAAAQQQAAPMIAAJDCAABgQgAAKMIAAIjBAAAgQQAAqEEAAIDAAACwwQAAAAAAABzCAADkQgAAPEIAAGDBAABAwgAAIMEAADBBAACIwQAAoMEAAPjBAAAkwgAADEIAAPBBAADAwQAA2MEAAGDBAADwwQAAiEEAAEBBAACAwQAA4EEAAKBBAACAvwAAqMEAAADBAACKwgAAfMIAAKDAAACIwQAAqkIAAKDBAADgQQAAsEEAAOjBAADIQQAA6MEAAAjCAACAPwAA8EEAAIA_AABswgAAoMAAAMBAAAB4wgAAXMIAADDBAACsQgAAwMEAAIJCAAAgwgAAaMIAABhCAACowQAAjkIAAIBBAAAwQgAA4EAAAATCAACgQQAAgL8AAKBAAAAAQQAAqMEAAFBCAACwQQAAREIAAABCAAB8wgAAsMEAAKDBAACAQQAAwEAAAJzCAAAQwgAAsEEAAKDAAABwwQAAssIAAOBBAADgQAAAwEEAAOBBAACAQQAA0MEAAMDAAAAwwQAAGMIgADgTQAlIdVABKo8CEAAagAIAAAe_AAAwvQAA4DwAAIY-AABwPQAAgDsAAMg9AAAnvwAAQ78AAL6-AACgvAAATL4AAKi9AAA8PgAAur4AABy-AADqPgAAQLwAAAk_AAD2PgAAfz8AANi9AADgvAAAHL4AADS-AACuvgAAyj4AACy-AAAMvgAAuD0AALI-AABkPgAAxr4AAIo-AABkPgAAoLwAAKI-AADevgAAjr4AAKK-AACAOwAAMD0AABQ-AACAuwAAbL4AALg9AACCPgAABD4AAEQ-AAA0vgAAHD4AABO_AACYvQAA2D0AAGQ-AACAuwAAaz8AAI6-AACgPAAAiD0AALa-AAAcPgAAqL0AAIA7IAA4E0AJSHxQASqPAhABGoACAAB8vgAADL4AADA9AAAxvwAADD4AAIA7AACYvQAAuL0AACy-AACYPQAAiL0AAAS-AABQvQAAlr4AAOg9AAAQvQAARD4AACk_AACYPQAAdD4AABS-AABcPgAAQLwAALg9AACAuwAAQLwAAFC9AACgvAAAJD4AAKC8AAAQPQAA-D0AAOA8AABQvQAAHD4AAFA9AAA8PgAAoDwAAIq-AACoPQAAuL0AAIA7AABkvgAAMD0AACS-AACIvQAAf78AAJg9AABwvQAAUD0AAFA9AACavgAAED0AAAQ-AACAuwAAMD0AAKg9AABQPQAA6L0AAIA7AAAQvQAAqL0AALg9AADYPSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=TFMInGKl7Wo","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["7123578353271651243"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"4885423406722128552":{"videoId":"4885423406722128552","docid":"34-5-6-Z88EB0CF5C4208D65","description":"#simulation #pinns #engineering #nvidia #machinelearning #technology Please visit our website in the following link: https://www.machinedecision.com/ Get your Discounts using the following Udemy...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/4471256/f614bdfd5878078b2bf0205781a85fd8/564x318_1"},"target":"_self","position":"9","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DggNVvZKcOqM","linkTemplate":"/video/preview/4885423406722128552?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Lec. 17: Results Review [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=ggNVvZKcOqM\",\"src\":\"serp\",\"rvb\":\"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_gIA7foH-gQAAAAIAQf69___APMR-gIGAv8A9er-AvoAAAAGA_wKCQAAAPf9_vX6_wAADQMB_gQAAAD-AwQF_AAAAAID-f8IAAEA_PgC_wL_AAAUBBICAAAAAAcN_wD5_wABBAgEBAAAAAASC_UJAAAAACAALcaJ2Ds4E0AJSE5QAipzEAAaYBT-AEoYHvHhDCTxBBTYKf0DN9kVwhr_BPEA_kEL4u025rBAGQAe9SL_pwAAADn4tOn0APF26sPLMwAL-pPK_uUAf-oqydgwIgXoDwXhHw8WQ-JQMgD0-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-AABEPgAAQLwAAJY-AACuPgAADD4AALi9AAAlvwAAmr4AAEC8AAA8PgAAJL4AAEC8AADqPgAAPL4AAHC9AACWPgAAQDwAAK4-AACiPgAAfz8AAOC8AABEPgAAgr4AAKq-AACAOwAA5j4AABy-AADCvgAA2L0AAJ4-AAAQPQAAPL4AAGQ-AACGPgAAoDwAAEC8AACGvgAAzr4AAJa-AAC-vgAAuL0AAKg9AACgPAAA6D0AAHA9AACCPgAAED0AAHQ-AABEvgAAyD0AALa-AACYPQAAgDsAAHC9AADYvQAAKz8AAHC9AACoPQAAEL0AAGS-AAC4PQAAoLwAAAw-IAA4E0AJSHxQASqPAhABGoACAABcvgAAiL0AAEy-AABLvwAAML0AABA9AABQPQAAuL0AADy-AACoPQAAUL0AAEy-AAAsvgAAhr4AAFw-AAC4vQAAgLsAABk_AABwvQAAlj4AADC9AACAuwAAMD0AAKg9AAC4vQAAiL0AAFS-AAAQvQAAyD0AAMi9AADIPQAAQDwAABA9AADYvQAAZD4AAEA8AAAcPgAAMD0AAJq-AADYPQAAiL0AAOg9AABwvQAAUD0AAAS-AAC4PQAAf78AANg9AACIPQAA6L0AABA9AAC2vgAAuD0AAGQ-AAAQPQAAiD0AAJg9AACoPQAA4LwAAOC8AABAvAAABD4AABw-AAC4PSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=ggNVvZKcOqM","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["4885423406722128552"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"12789266205443693732":{"videoId":"12789266205443693732","docid":"34-6-8-Z85663917DCA8D9D8","description":"This video provides a brief recap of this introductory series on Physics Informed Machine Learning. We revisit the five stages of machine learning, and how physics may be incorporated into these...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/760620/123fa74ade7f6c5cba93807196eb2fbe/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/0m4_SAIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"10","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DGCz6afDVy5Y","linkTemplate":"/video/preview/12789266205443693732?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"AI/ML+Physics: Recap and Summary [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=GCz6afDVy5Y\",\"src\":\"serp\",\"rvb\":\"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_gr7_QP_AQQAAAL4__4A9A739QMBAAD07v_1Af8AAAv7CQoHAAAA7vn_9PYAAAAEBPgHBAAAAP0H_gLzAQAAEhEGCf4BAAD2-gb5AgAAAA0UCgEAAAAAAQkL-f7_AAD8Bwb1AQAAABT_9w0AAAAAIAAtMsjcOzgTQAlITlACKoQCEAAa8AF_7gAAmuHs-xUD-gARHtECuu8aAEEJ4wDK6yYAwBzwAA7w1wAK5fUA4f7XAL_v7gG7Gen-CRf7ACcc6v8tDxoA7BsXAE4E6f4h-wcBCDDw_-4FCQACFij_GxHlAhr_3f8TACj9LP_v_-cL6gUW6CgCCDEUAeH0CwXtAysB1SUK_-7h3f789wcG7QAHA-wJAQT9_ecG6u_V__0qDP8z4QMA_OUD-yQC6AIrDNkC8BoB9g35Dvf95O77_CEYCQsv9wDm8QXwCt7_CgIY_PwyHe8I8PcCCgQB9AzW_QT__-wH9A7oBALgAhr8-x31_wD49P4gAC0YICQ7OBNACUhhUAIqzwcQABrAB3qN5b7mvQC95KooveQVGD78MZI8xMJavSeFGT1_9V08ozqdPCtR9jxzvtg8OnR6vBtkor74GiK9lVdYvf29dD6SVEu9A7HsPOen2L2cU8k8AOIuO8Tabr14kCg9iEUxvF7FGjxsbpY8_CzgvJV6Wz0qnxc6_sG2PF9lSDzQnWA885hcvF0XHj6wMdS8_ao3PLM0Jrzxz_E8_6SrvBQVO7sfpQ29AjeBPFaO_zy2AGM9AGdzPDgv7r0nEUE9uIwgvWXHJj6l9Rc9bgXBu3ovk72Gdp69P7PaPOCcAT52ijU9VWLoO6_FqL1R7LK8jKkqvO-I7zy5Z5I9vwCMPIZ3hL1HVC0935m7u7hLcb0YGtk89pWHPKFdj7zJdwk-B9IkO9CYmT3KAiC8pTpTO6VLrz0A25Y9mWGjuvukRD3Rf6o8TVutvGLvKj1-QLk6jtj-ulhwlL1oYnU9ouAUu_FImzrRrkI8iZI1vH9tmD2RziW9koakvBMLAT1QKmu9tXffO1xNaD2H0ri9mROTO7Z-4bpXAk683cmMvN7yx7x_q-u8bJpNOgOCD72ki809e7rfO0jzDbs82IO7MCAku6k4CT1xAP29oYBtuZZtszvAAh29_jdAvBx9DL3hbOk8GWuHO9f8o717FC69mxESPL-AXj0KRxW91igaPPNxbbyUzrC7KTuiO6N70rt4lgA9qp-SO4BjsruUYPs8oMekO5cjnz37xny9A6wSOqTeyD0iJwK9DQo1O8xht7zjLVy9EvCCNwaYXj1-6zm9HiXNOQG7j72Hkr-89kB9OChhJryIPqm8puY8OXhez7xZX-683YIYOe5f-b2rCf28hegUuZLpcD0NYhE9FfY4uPmE7L2ESQG-eUy-OTrp_Tvtdw29h-1suczNnD05UFY9N-xduLbQOj0I0gC9JfcUN8bcFT3HG489M2gQt77Tvj3xEhy8kdEruUEjHT1JL-o95ELtuOb8jr0yDI682V4CuVegDL1PdpM96khnuMwveb05SU48cmfwtYNxSzxjeXy9Q8vyNyuxQb2Mo029CdiMN9e2Mj36Ji2-Ca2BOMl5er3igRY8Wc1lOG-PhD3a86Y9V8EOORKfYLuyHDa7ZQsyNrwGPb4tJ0G95YnOOJlK3z2Ac9A8VLi-uPergD3rXTI9AxpWOFPKSz11BFA9ghG8t1CLYb2rijo8FJhrt1yooT19xJS9uKGWNyL_7D01KQU-835buJKoHL1HVTM95q98uE1wAL27FmO8J-jMtwg62j3jzCU9mkdItyAAOBNACUhtUAEqcxAAGmAH9wAl9jjlA_NG-O7sAUPh7P7NCckD__7y_yE0-e_xKea5K-P_BLwd-qQAAAAz1MYeJADZcNm-9SHx9vTBpBH06X8GFu-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-MEAAFDBAAAwQQAATEIAAFBBAAAgQgAADEIAAJhBAABAQAAAYMEAAIzCAAC4QQAAqMEAAEhCAAC0QgAAgsIAAHDBAADkwgAAIMIAAKBAAAAAwgAASMIAADBBAAAAAAAAiEEAADTCAADgQQAAGEIAACDCAAC4QQAAgkIAAABCAAAQwgAAXMIAAKBAIAA4E0AJSHVQASqPAhAAGoACAAAcvgAAFL4AAKg9AAAMPgAAEL0AADw-AADYvQAAOb8AAI6-AABAvAAAJD4AADA9AADgvAAA1j4AAIK-AAAQvQAA1j4AAOC8AACuPgAABT8AAE0_AAAZvwAA6D0AAFA9AACuvgAADL4AALI-AADIvQAAiL0AAKi9AACKPgAAiL0AAIa-AAB0PgAAnj4AAOA8AACIPQAAsr4AALa-AABwvQAAHL4AANq-AADoPQAAqL0AAHQ-AADgvAAA7j4AANi9AACCPgAA_r4AADC9AADevgAATD4AAEw-AAAwPQAA4DwAAH8_AAD4vQAAEL0AAGS-AABQvQAA2L0AAMi9AAAQPSAAOBNACUh8UAEqjwIQARqAAgAAoLwAAI6-AABcvgAAJb8AAGQ-AACAOwAAqL0AADC9AAA8vgAAoLwAAOC8AACYvQAAEL0AAMa-AAAsPgAA2L0AAKi9AAALPwAAUL0AAIo-AABAPAAAuD0AAKA8AAD4PQAA2D0AAJi9AACYvQAAQLwAAFw-AABwvQAAqD0AAIg9AABwvQAAgDsAAEC8AADIvQAARD4AABQ-AACavgAAPD4AAJg9AAAwvQAAQDwAALg9AADgPAAA6L0AAH-_AADIPQAAED0AAKC8AABcvgAAur4AALg9AADYvQAAUL0AAIg9AACgPAAAcL0AACS-AAAwPQAAFL4AAPg9AADgvAAA4DwgADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=GCz6afDVy5Y","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":3840,"cheight":2160,"cratio":1.77777,"dups":["12789266205443693732"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"videoContentId":"869553882"},"2110876019385630557":{"videoId":"2110876019385630557","docid":"34-8-5-Z3B92B11D8E43E681","description":"2021.05.26 Ilias Bilionis, Atharva Hans, Purdue University Table of Contents below. This video is part of NCN's Hands-on Data Science and Machine Learning Training Series which can be found at...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/4814791/93033df52a147a6076d171d9e275d5ef/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/sLyOBQIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"12","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Do9JaZGWekWQ","linkTemplate":"/video/preview/2110876019385630557?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"A Hands-on Introduction to Physics-informed Machine Learning","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=o9JaZGWekWQ\",\"src\":\"serp\",\"rvb\":\"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_wIA9AQH9wQBAAEU_f0A9gEBAO4J8QAEAAAAAev5-v8AAAAFAAABBAAAAPL6_vYBAAAABAT3BwQAAAAAAv__-wAAAAwB-QMI_wEB9PH_AQP_AAASCggB_wAAAP4LCAT6_wAABAkEBAAAAAAU__cNAAAAACAALbWT1js4E0AJSE5QAiqEAhAAGvABW_sdAdIL_P8F9-UA-RjkAYEFC_8rE_UAy_UIAM4C6QAIIfsAz-wM_xz_DQDL8vEBEuH1___rBQAR9fz_HAUMABgLDgAb4wgANOgGAOnq8f_cIwH_FBEUAOPeBQAKAAD9IfsBAOz94wLrCe4EC_8uAQcoEAEo5OYA8wgU_ikPGgLhEOz_CfoFA9v-E__1BxQJ-vfbAxYa9P3wG_4DBv_4_f8KAwItFvL8LAv_COz9_Qfq-AH6FPf69RYaEAYLFvf78tj--QDtCPoOAgICMwgMBfvqEQH96fYH8Qz4ARLo-_vj_xEE7hL1A-YB_gYL4_D8IAAtbidIOzgTQAlIYVACKs8HEAAawAf9FgG_WNHVPFS3hrv1Cg88GjbnO1U9T72C4Rw9T3HeOwyAJ7xRu689ns46vAiiOLyXx6q-E8fsO74RnbxnYpo-TjqbvBrvWDwX8V2-xxrkPEQ_iTxPeJG-ZxVMPanmi7qVLKc90sqYPBJCUby1awI-xJNdO6BYo7vO-hQ9qZUTvZQ5Ub2JR_28k52ovWtwEb3my4s9fJYMvW48zjwgB7o9gpE3vYiynLxw8Yu87NiMukMiyDmVZg69KZ2jvETbMTzikgM-h6OQPDgPTDxbM2g8fO4kvahkqTvzfec82UD8Oomgxbz04fQ8VbqgPNAvBDvI8PM8NABqvbyfyzsMyIO9_xmvPF7xdTvshu09jPeDPXJbkTsprkq9lSCtPC92eLqvCUm9FVE4PFZg7btcHQA-kGaRPDNXgjtDVME9siI0PDkrfbzRhYc8Go-MOidXCLvHizs94JXuPLSAv7zxSJs60a5CPImSNbwLuOe9dlCJO1uEmLx8k6s9RgiPvYvb7DrMyaU9136XPIX-sjtHoaY95UvDvJFDRDyszRy7xHacPGEQvbyCDqm8MlK1Oqp_0juWi4I8j3mTPLTiQLztZNC99qfgOtNSdbt-n5s975Y_vPwIFTwT6I097AZAPc0gADwoQi891p-rOoBNzrty7I-8iZNAPU2wLDuVjXi9666HvAwiTjv1K109cxE_PbCV6bpbeUk9Mi5mPMlaP7vjxQI-2Z0JPbDlxbnQKUg7ky0cvfUHUjtGDUG9Yj-VPSeiJjoeXgY9sKP7vGggvDnhJI08zeA0PUkssrnvQik9SkeUvGPJh7pEgBi91d7xvIAaKLmuGU-87DZDvRpOtTmd9jS9dK2DuuqIf7kVW6w9Mt9mvQfmODnSvn69gE4AOhnQMrpVKNw85gfJPD0tlbjxE4I9P7qiPcduWTfl8vo8v_xYuJ_7KrkyZOs81dUZu5k3y7juwIq8pSG0PIn7qTdDuUO9ck1BvXMQfDcp9LC8etCSPdE5Srfj3Iu8xg3JPJPDj7aDuNc8GX8TPAtFlDh2U2q9V8_JvVw6argVRy896vtaPZ429Lh3PYe9pMPDPICvwjiOiLU62cpwvf8JZzec5ao7FhWxPNNV27cseSG9HA-BvfdluTc72p09WVFDvXGV07iIFz-9cpPHvHfPJrjdyrc9MKOWu-Pe7jeU2YW8TD5RvE94ELeGECE9XHfTvd7zm7ci_-w9NSkFPvN-W7jv8rO92gICPlDxYLkhrCa9VAF3PWErUrhbyt48-oTou0lRxzcgADgTQAlIbVABKnMQABpgEPsAGPkR3u4UHPP12-Efx-chxiK5Cf_m1QAcM_724yj2uBUV_xPpH_yyAAAAEvjgAxQA-2UDv_ow8PL2sbYA8f5_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_AACAvwAAhEIAAEBAAADowQAAUMEAAODBAAAgwQAAiEEAAIhBAAAwwQAABEIAAJJCAAAAAAAAoMAAADzCAADQwQAAXEIAAADCAABQQgAAbEIAAOjBAACwwQAAYMIAAMBAAACIwQAAmMEAAHTCAAAYwgAA-EEAAIDBAADAwQAAAEAAACDCAABAwAAAbEIAADBCAADwwQAAoEAAAIC_AADgwSAAOBNACUh1UAEqjwIQABqAAgAAEL0AANi9AAD4PQAAMD0AALg9AACYvQAAUL0AAAu_AACSvgAALL4AAIg9AAAUvgAAcL0AAJ4-AACSvgAAcD0AAFQ-AAAQvQAAkj4AAAc_AAB_PwAAML0AACQ-AAAEvgAAor4AAFC9AACSPgAAHL4AAKA8AACAOwAAbD4AAOg9AACIvQAARD4AAL4-AAAQPQAAJD4AAMa-AABMvgAA2L0AAOi9AABMvgAAiL0AADy-AAC4PQAAVD4AACw-AAC4vQAAEL0AAPK-AAAQvQAAXL4AAPg9AAAQPQAARD4AAKC8AAA3PwAAJL4AAFA9AAAQPQAAfL4AACw-AAAkvgAAPD4gADgTQAlIfFABKo8CEAEagAIAAPi9AAAQvQAA2L0AACu_AAAMPgAAmL0AAOg9AABUvgAAmL0AAAQ-AAAwPQAAEL0AADS-AACuvgAA-D0AAFC9AADgPAAADz8AAOA8AACyPgAA-L0AAGw-AAC4vQAAmD0AANi9AADIvQAAmL0AAIC7AAAEPgAAEL0AANg9AAAEPgAAyL0AAIi9AAC4PQAAcD0AAIY-AADoPQAAsr4AAKg9AABAPAAA2D0AAHy-AAAUPgAAiL0AAIg9AAB_vwAA4LwAACQ-AACAuwAAoDwAAHS-AADgPAAA4LwAADQ-AAC4PQAAED0AADy-AADIvQAAgDsAAPi9AAD4PQAAcD0AAFA9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=o9JaZGWekWQ","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1920,"cheight":1080,"cratio":1.77777,"dups":["2110876019385630557"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"videoContentId":"1812311266"},"1330967851458132275":{"videoId":"1330967851458132275","docid":"34-9-17-Z05A1AF308164F5FC","description":"Introduction to PINNs - YouTube. Physics Informed Machine Learning. deep learning frameworks. deep neural network. engineering. physics. Pinns.","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2856503/3e095f23705f953450776e1f40b2658e/564x318_1"},"target":"_self","position":"13","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DJItMZmMPyLs","linkTemplate":"/video/preview/1330967851458132275?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics Informed Machine Learning / an Overview of AI and ML in Science and Engineering Simulations","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=JItMZmMPyLs\",\"src\":\"serp\",\"rvb\":\"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-v4D_wQF_gEV_fwA9QEBAOwK7wAFAAAAAOcIAQMAAAAa9QEIBwAAAPED9_r8AAAABQLsBwIAAAACBQb89wAAABIGAQ7-AQAA8_D_AQP_AAATCgkB_wAAAPkXCPz-_wAA_g__7gEAAAANA_sKAAAAACAALUvkxzs4E0AJSE5QAipzEAAaYC4DAC4UAeHU_gza8AzXD_33P-8Uwgr_CPL_HEEM7f0t3KgkIf9I9R0NpwAAACTctvv5AN9wErfdCvkLErPh8hD6f_395AT9MemW4ODqWPQyHBk8QwDf8fT5LMfJLhIjAyAALVS6Izs4E0AJSG9QAiqvBhAMGqAGAAAEwgAA2MEAAFDBAADQwQAABEIAALjBAABcQgAAIMEAAJzCAAAgQQAA4EEAAGDBAADMwgAAeMIAAEBCAAB8wgAAYEEAABDBAACIwQAAUMIAADBBAACYwQAA-EEAAEDAAAAMQgAAXMIAAHzCAACUwgAAMEIAADhCAABQQQAAQEAAACzCAABwQQAAgsIAAADCAAAAQgAAWEIAAIC_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_AAAkwgAAYMIAAAhCAADIwQAAAEIAALDBAAAMQgAADMIAALTCAACowQAAwEEAAMBBAADQQQAA0EEAAMBBAABswgAAMEEAAChCAAAwQQAArMIAAABAAACMQgAAEMEAACBCAACQwQAA4MEAAMBAAADYQQAABEIAADRCAADmQgAA0EEAAMDBAACwQgAA2EEAAMDAAAAAQAAAiEEAADBBAAAkwgAAPEIAAExCAABwwQAADMIAAIbCAAAMQgAAYEEAAKDBAAAgwgAAsEEAAFRCAAAAAAAA-MEAAMDBAACAQAAAOMIAACBCAAAgQQAAAEAAAEDCAAAIwgAAyMEgADgTQAlIdVABKo8CEAAagAIAAGS-AADIvQAA4DwAAAw-AABQvQAA-D0AAIi9AAAnvwAAjr4AANi9AAAQPQAAVL4AAAQ-AADWPgAAyr4AAOA8AACePgAAQDwAAPY-AADCPgAAfz8AAJq-AAAwPQAAQLwAAJK-AAAwvQAAnj4AAFS-AACgvAAAqL0AAEw-AACovQAAhr4AAMg9AADqPgAA-D0AAMg9AADCvgAARL4AAFS-AACKvgAAQDwAAFQ-AACAOwAAMD0AAHA9AACCPgAAqD0AABQ-AACCvgAAcD0AAK6-AAAsPgAAiD0AAJg9AAAwvQAAQT8AAMi9AACIPQAA2L0AANi9AABwPQAA6L0AAOg9IAA4E0AJSHxQASqPAhABGoACAAAEvgAAFL4AAHC9AAAVvwAAoDwAADC9AAC4PQAAgDsAAAy-AAAsPgAAcL0AAPi9AADovQAAmr4AAEQ-AACIvQAAmD0AABs_AADYPQAAsj4AAOC8AADoPQAA-L0AABQ-AABQPQAA6L0AAEC8AACAuwAAoDwAAKC8AACgPAAAmD0AAHA9AACIPQAATD4AAHC9AACCPgAAFD4AALa-AAB0PgAAcD0AAOg9AABQvQAAED0AABA9AADIvQAAf78AAPg9AACAOwAAbL4AAKi9AAB8vgAA-D0AAFC9AADIPQAAqD0AAIg9AADgvAAA6L0AAHA9AACovQAA2D0AALi9AAAEPiAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=JItMZmMPyLs","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["1330967851458132275"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"14912604088658324867":{"videoId":"14912604088658324867","docid":"34-0-11-Z3C8FB1ED96BD7D73","description":"Building on the previous lecture, we develop several physics-informed machine learning models using techniques such as Physics-Informed Features, Physics-Informed Loss, Physics-Informed Domain...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2393043/78a25bf7df3818753a8b3bd4bdcfb44c/564x318_1"},"target":"_self","position":"14","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DiCXoPC2oJ5o","linkTemplate":"/video/preview/14912604088658324867?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics-Informed Machine Learning, Section 2 - Case Study on Heat Transfer, Part 2","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=iCXoPC2oJ5o\",\"src\":\"serp\",\"rvb\":\"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_gD2AQH5-wIAART0Bwb3AAAA7QrwAAUAAAD69P0H_AAAAAYD_AoKAAAA8fj2_PkAAAAFAuwHAgAAAAAWAQr_AAAAEA78AxL-AQH3_QoB9AIAARcF_gYAAAAA8gEDCgEAAAAE-gX2AAAAACH2A_0AAQAAIAAtjvrLOzgTQAlITlACKnMQABpgBgEAQxAN3u0CKPPtBLwy6eMh5w3X9v_p4QAzJffW8w_ioxsg_yfpE_qvAAAAFAjSJj8A8WUd0e9C8BcU0J_m8_5_Bhz3ESwYAeUTLREoCgwkAB4zAAMC7RE9srYUAS0YIAAt4RgvOzgTQAlIb1ACKq8GEAwaoAYAAJhBAAAAAAAAIEIAAPBBAAAQwQAAEEEAAIZCAACYQQAAvsIAAEBAAADgQAAAgEEAABjCAADAwQAAQEAAABRCAAAYQgAA2MEAAEDAAADwwQAAAEEAAJDBAACgQAAAoEAAADDBAAAUQgAAfMIAAEjCAAAUQgAA-EEAAKBAAABgQQAAqMEAANjBAACAwgAAiEEAAKjBAADsQgAAQEEAACTCAAAwwQAAgL8AAABCAAAgwQAAgEIAACDCAAAwwQAAwEEAAEBCAACowQAAgMEAAFRCAACIwQAAqEEAAIjBAAD4QQAAAMMAAAjCAACQQQAA4EEAAJhCAAB4wgAA6MEAAJTCAACQQQAAAEAAACBBAACCwgAA2EEAABDBAABAQgAAREIAAJzCAACsQgAAwMAAAHTCAAAowgAAhEIAAIA_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-MEAAKbCAACAvyAAOBNACUh1UAEqjwIQABqAAgAAuD0AAEy-AACaPgAAML0AAJg9AACCPgAA2D0AACu_AACevgAAmD0AAPg9AABQvQAAbD4AAHw-AAAMvgAAQDwAAMI-AACAOwAAoj4AALY-AAB_PwAAML0AAHA9AABAvAAAir4AAKi9AAB8PgAAqr4AAIi9AABMPgAADD4AAKg9AAAUvgAADD4AACw-AACYPQAAHD4AAOC8AAAUvgAA4DwAAGy-AABkPgAAiL0AAMg9AABAvAAAFD4AAI4-AACAOwAA-D0AAMK-AAA8PgAAqL0AAJo-AADIPQAAuD0AAEC8AAAlPwAAgr4AADA9AABAvAAALL4AANi9AACAuwAA2D0gADgTQAlIfFABKo8CEAEagAIAAKC8AAA8vgAAdL4AACe_AABQvQAAQLwAAOC8AABwPQAA2L0AABA9AADYPQAA6L0AAFS-AACevgAAuD0AAHC9AACgvAAABT8AAOi9AAC6PgAA4DwAALg9AACovQAAmL0AAOA8AABAPAAAiL0AAKA8AAAEPgAAUD0AANg9AAC4PQAA6L0AAPi9AADoPQAAQLwAABw-AAB8PgAAor4AAFQ-AABEPgAANL4AAMi9AAC4PQAAyL0AAEA8AAB_vwAAoDwAAIi9AAAQvQAAPL4AAHS-AABwvQAAqL0AAHQ-AABQPQAAgLsAAIg9AAC4vQAAuD0AAKi9AAAwPQAAqD0AACQ-IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=iCXoPC2oJ5o","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["14912604088658324867"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"3996969288378143482":{"videoId":"3996969288378143482","docid":"34-8-10-Z5DE167CEBC7928E7","description":"This video delves into the recent advancements in Physics-Informed Machine Learning (PIML), with a special focus on Physics-Informed Neural Networks (PINNs). Discover how PINNs are...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1870062/33157659ef834e8861394a85ec838f68/564x318_1"},"target":"_self","position":"15","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DqDUlRO6mhn0","linkTemplate":"/video/preview/3996969288378143482?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Advancements in Physics-Informed Machine Learning: Exploring PINNs","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=qDUlRO6mhn0\",\"src\":\"serp\",\"rvb\":\"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-AOCBCQBgAQrKosBEAEaeIEFFP0JBPwA-v4D_wQF_gEV_fwA9QEBAPIT-gMHAv8AAOcIAQMAAAAR__sRBwAAAOz4__P1AAAACwUACQQAAAACBQb89wAAAAwEAgoLAAEB_u0FAQP_AAAVEwEL_wAAAPsECgz9AAAA_Q0A-QAAAAAiAPcEAQEAACAALUvkxzs4E0AJSE5QAipzEAAaYAgLACQoEeXWEDrp_gP29gL6JtEGvR4A8vMAFBwY6AAywM8OMgARySP-ugAAABwG2hUEAN5V5NfYGx_wBty-4gAQfxol_BAeBAq82-DdFzITKfIaLADnBg7-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_AACIQgAAQEIAAEDBAADoQQAAYEIAAIhCAADgQQAAEEEAALDBAACOQgAANEIAAKBAAAAAwQAAEEIAADDCAAAQwgAAUEEAAMBAAADAwQAAAEAAAABAAACAwAAAGEIAAHBCAABgQQAAfMIAALBBAABAwQAAgEAAACjCAACQQQAA8MEAAChCAACQQQAAQEEAADRCAAAcwgAABMIAABBBAACAvwAA6EEAAJjBAADQwQAA_kIAAKDBAAB0QgAA4MAAAIjBAADoQQAAgMAAAHDCAABQQQAA6EEAABzCAACIQgAAfEIgADgTQAlIdVABKo8CEAAagAIAAMi9AAD4vQAA2L0AAEw-AABcPgAAwj4AAK4-AAAVvwAANb8AAFy-AAC4PQAA6L0AAMi9AADCPgAATL4AAIA7AAADPwAAgLsAAMY-AACyPgAAfz8AAJa-AAAcPgAAvr4AAM6-AADCvgAAsj4AANa-AACKvgAAJD4AAM4-AAAMvgAAqr4AAOo-AABUPgAA6D0AAOg9AAD-vgAADb8AADy-AABsvgAALL4AAGQ-AACGPgAAED0AAEC8AACgPAAAiL0AAFw-AAAFvwAARL4AAJa-AAAsPgAAmr4AACw-AADgvAAAVT8AAFy-AACSPgAA6L0AAJa-AADIPQAAHL4AABQ-IAA4E0AJSHxQASqPAhABGoACAAAkvgAAMD0AADy-AAAVvwAAgDsAAFC9AAAwPQAABL4AABS-AABQPQAAgDsAADS-AAAkvgAAmr4AAFw-AACIvQAABD4AAAU_AACgPAAAmj4AAEA8AAD4PQAAoLwAAKg9AADYvQAA2L0AAAy-AACgvAAAZD4AALi9AAC4PQAA-D0AAAy-AAAQPQAA2D0AAOg9AACGPgAAij4AAIq-AACYvQAAUD0AADQ-AADovQAAUD0AAOA8AACaPgAAf78AAIC7AADIPQAAqL0AAMg9AACSvgAABD4AANg9AABQvQAA-D0AAJg9AACIvQAAmL0AADA9AAAMvgAAcD0AAEA8AAAwPSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=qDUlRO6mhn0","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["3996969288378143482"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"1834261032502501208":{"videoId":"1834261032502501208","docid":"34-8-8-Z27BFAC2BD503025B","description":"Kick off this series of nine lectures with an overview of Physics-Informed Machine Learning (PIML), outlining the course structure and four case studies. This session introduces the motivation...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1387358/e7f28e6c2eaee566213af35eac9ec2a4/564x318_1"},"target":"_self","position":"16","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Dak2oTkooJ_s","linkTemplate":"/video/preview/1834261032502501208?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics-Informed Machine Learning, Section 1 - Introduction, Part 1","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=ak2oTkooJ_s\",\"src\":\"serp\",\"rvb\":\"EqoDChQxMjQ3NzQxMDEzMjA5ODkxNjM2MgoTOTE5OTExOTI5MzM3ODcxNTMzNgoTNDk0OTc0ODU5MzY5Mjk4MzQwMwoUMTU5Njc0MTYwMDk2NDQ0NDAxNTUKEjM5Mjg4MDk2MjE4NzQwOTg1OQoUMTYzMTA4NTAwNjAzMTc3MzY1MzMKEzczMzU5NDYwMTE5MDczNzIwNTQKEzcxMjM1NzgzNTMyNzE2NTEyNDMKEzQ4ODU0MjM0MDY3MjIxMjg1NTIKFDEyNzg5MjY2MjA1NDQzNjkzNzMyChMyMTEwODc2MDE5Mzg1NjMwNTU3ChMxMzMwOTY3ODUxNDU4MTMyMjc1ChQxNDkxMjYwNDA4ODY1ODMyNDg2NwoTMzk5Njk2OTI4ODM3ODE0MzQ4MgoTMTgzNDI2MTAzMjUwMjUwMTIwOAoTMjI4NDg4NTQ3ODU4MzYwNTA3OQoTNTEwOTM4NTU4MDQxOTI1ODY0NAoTNzU3MjYyNDAxNTYyMDk0MjkwNgoUMTIwMzcwMzk2MTI0NTAxMDAzODMKFDEwODQzMjQ2MDc5MzI3MDIxMzY0GhUKEzE4MzQyNjEwMzI1MDI1MDEyMDhaEzE4MzQyNjEwMzI1MDI1MDEyMDhqrw0SATAYACJFGjEACipoaHF5aGRiaXBua2RhdHNiaGhVQ2NxQlc5enduck55UXo3Z081RVRoTGcSAgASKhDCDw8aDz8T4gqCBCQBgAQrKosBEAEaeIH-GP__AAAA7gP--wQBAAAT9gH39gEAAOAO9gQD_AIA9en-AvoAAAAL-wkKBwAAAPr89Pn1_gEABgT9AQQAAAAGBwH__gAAABgJ9gj-AQAA6_T2_wMAAAASCggB_wAAAP4MCQT6_wAA_AgIBQAAAAAU_AAFAAEAACAALeFw0Ts4E0AJSE5QAipzEAAaYBH8ACQPBufgDBj28QHSLAHhI9wU0vX_7u8AISrszPIP6rEfHv8g0gwFuAAAAAz62B8WAPdcKtjjIQbzBOSs9Pf4f-AX2-ocAQKyBiHyNyMQQOsfKQAN--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-MEAAFBBAAAAwQAA-MEAALxCAAAIwgAAgkIAAIbCAAB0wgAAiEEAAHxCAABAQAAAgEIAAEBBAACgwAAA6MEAACBCAAAAQQAA-MEAAIA_AADYQQAAEEEAAJjBAACAwgAAYMEgADgTQAlIdVABKo8CEAAagAIAAHA9AAAwvQAAXD4AAEA8AABwvQAA2D0AADQ-AAABvwAABb8AADC9AABUPgAARL4AADA9AABcPgAAJL4AAEA8AABkPgAAyL0AAJo-AADCPgAAfz8AABS-AABwPQAAiL0AALK-AAAMvgAAoj4AANi9AAA0vgAAmD0AAGQ-AAA8PgAAwr4AACw-AAB8PgAAyL0AAI4-AADmvgAAir4AADC9AAB0vgAAJL4AAHQ-AABQPQAA6D0AAOg9AABsPgAAEL0AADA9AAAFvwAA6L0AAI6-AACCPgAAgj4AACQ-AAAwPQAAPT8AAKa-AACIPQAAPL4AAIC7AACCPgAAgDsAAAS-IAA4E0AJSHxQASqPAhABGoACAABQvQAAXL4AAES-AAAZvwAARD4AAIg9AACgPAAA-L0AADy-AABAvAAA4LwAAMi9AAD4vQAAvr4AAEQ-AAAwvQAAFD4AABU_AAAwPQAAtj4AAPi9AABMPgAA4LwAAPg9AAAwvQAANL4AAJg9AABwvQAAFD4AABC9AAA0PgAAyD0AAOi9AADYPQAABD4AAKA8AAAkPgAAij4AAM6-AAD4PQAADD4AABQ-AADgvAAAuD0AALi9AADYPQAAf78AAOC8AAC4PQAAqL0AABC9AACqvgAAqD0AAIi9AAAcPgAAuD0AAKg9AACgPAAATL4AAFA9AAAUvgAAHD4AAKi9AADgPCAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=ak2oTkooJ_s","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["1834261032502501208"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"2284885478583605079":{"videoId":"2284885478583605079","docid":"34-7-9-Z66DEF9A7AE465C7E","description":"In this lecture, we explore experimental design strategies by comparing One-Factor-At-A-Time (OFAT), Design of Experiments (DOE), and Iterative Machine Learning using Gaussian Process Regression...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/877971/93f303ee0c9e8dd13428149527d7ee90/564x318_1"},"target":"_self","position":"17","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DFEwXhnIDasc","linkTemplate":"/video/preview/2284885478583605079?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Physics-Informed Machine Learning, Section 1 - Introduction, Part 2","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=FEwXhnIDasc\",\"src\":\"serp\",\"rvb\":\"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_wIA7wP--wQBAAAG9QD6-P7-AO4J8QAEAAAA9en-AvoAAAAL-wkKBwAAAPv89Pn1_gEABgT9AQQAAAAGBgH__gAAABcJ9gj-AQAA9PH_AQP_AAASCggB_wAAAP4LCAT6_wAAAQoN_wAAAAAOBgIDAAAAACAALbWT1js4E0AJSE5QAipzEAAaYP4DAB0WDu3gEhT8-wPYIwHdIuAP2QAA6OYAJhvl5gcI8bwKEAAU4AcIxAAAABkK5SMQAANJFujgI_4b_ei_7fTwf-0c9PESA_zAARroJRUGLNgIGwAU-PMIK8_KICMaDSAALUxXXjs4E0AJSG9QAiqvBhAMGqAGAACoQQAAIEEAAHhCAABIQgAAAAAAALBBAACEQgAA2MEAAI7CAABQwQAA4MAAABBCAABEwgAADMIAABTCAAC4QQAAhEIAAHDBAAC4QQAAQEEAANBBAAAAwQAAMEIAAIhBAACgQQAAmEEAAIrCAACoQQAAREIAAJBBAABAQAAACEIAAIjBAAAwwQAAlMIAAADAAAD4wQAAhkIAANhBAACQwQAAUMEAAKBAAACOQgAABMIAAEBAAAC4wQAAIEEAAMBBAAAAQQAAisIAAADCAACoQQAAqMEAALDBAAAswgAAoEEAAO7CAAC4wQAAyEEAAOBAAACyQgAAiMIAAEBBAACIwgAAgEAAAEBAAACAwAAAXMIAACBBAADgQAAAQEIAACRCAACQwgAAgEIAAMDAAACAwgAAWMIAAFRCAACAwAAAIEEAAM7CAACgQgAAQEAAAKDBAAC4QgAA-EEAAKjCAAA0QgAAhEIAAHRCAADIwQAAEEEAAEDAAACGwgAAmEEAAI7CAACOQgAAiEEAAARCAACAvwAAZMIAAPBBAABQwQAAMMEAAJ7CAABgQgAAiMEAADxCAABAwQAAbEIAAMBBAADQwQAAQMEAAFBBAAAAAAAAyEEAAGhCAABYwgAAgL8AAKTCAAAAQQAA8MEAAEBAAABAwQAA0MEAABDBAACQQgAAFMIAABDCAAAwQQAAsEEAAIDCAAAMwgAAsEEAAMpCAACAwAAAREIAAPjBAACYQQAAqMEAAGDBAAAIQgAAwMAAADDBAACWQgAAgL8AAFDBAAAQQgAAEMEAAOBBAABQQgAAAEAAAIDAAAB4wgAA0EEAAIC_AACAwAAA8MEAAADBAACKQgAAMMEAAJDBAACAQAAAAAAAAGhCAAAQwQAAAMAAAJxCAABYQgAAgEAAALhBAACYQQAAUEEAAAzCAADwwQAAiEEAAFBCAADwwQAAMMEAAJxCAADgwQAAgEEAAIrCAABAwgAAgL8AAPDBAACAwAAA2EEAAChCAAAsQgAA4EAAAJhBAAAwwQAAoMEAAPBBAADQQQAA0EEAAFDBAABQwgAAkMEgADgTQAlIdVABKo8CEAAagAIAAOA8AAAwvQAARD4AAIg9AABwvQAAMD0AABw-AADuvgAA7r4AAJi9AACGPgAA-L0AAKA8AACOPgAADL4AADS-AACKPgAAiL0AAL4-AADePgAAfz8AAAS-AACYPQAAmL0AAHy-AADovQAAVD4AAEy-AACgPAAA2D0AAEQ-AAA0PgAANL4AACw-AACiPgAAQDwAADQ-AADGvgAAkr4AAOA8AACivgAAyL0AADA9AACAuwAABD4AAIg9AACmPgAAgLsAAIg9AADqvgAA-L0AADS-AACCPgAAdD4AAFQ-AADgPAAAGz8AADS-AACoPQAAZL4AAFC9AADoPQAAgLsAABA9IAA4E0AJSHxQASqPAhABGoACAACAOwAANL4AAAy-AAARvwAAND4AALg9AACIvQAAML0AADy-AADgPAAAUL0AAPi9AAAQvQAArr4AAEw-AABwvQAAyD0AACU_AABQPQAApj4AAMi9AAAcPgAAgDsAALg9AADgvAAARL4AAPg9AABQvQAA2D0AAOA8AAAUPgAAyD0AABy-AAAUPgAAyD0AADC9AAD4PQAAZD4AANa-AADYPQAAED0AAMg9AACgvAAA2D0AAJi9AAC4PQAAf78AAIC7AACIPQAA2L0AAOi9AACavgAAgDsAABC9AAA0PgAAqD0AAMg9AACIPQAAHL4AAAQ-AADYvQAAyD0AAJi9AABQvSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=FEwXhnIDasc","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["2284885478583605079"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"5109385580419258644":{"videoId":"5109385580419258644","docid":"34-7-6-Z66E4CB6B5E587556","description":"Simulation By Deep Neural Operator (DeepONets) PINNs Using Nvidia Modulus Nvidia Modulus: Advanced Topics Machine Learning For Engineering : A-Z...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3567062/4b89ac84a59e80f01a826767469d6d99/564x318_1"},"target":"_self","position":"18","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Dcy3PgpXgxh4","linkTemplate":"/video/preview/5109385580419258644?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Lec. 14: Set YOUR Inverse PINNs [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=cy3PgpXgxh4\",\"src\":\"serp\",\"rvb\":\"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_wIA9QEDBQgF_QENBv8C9gAAAO0K_wYIAAAA9en-AvoAAAAGA_wKCQAAAPwD-fv9_gAADQb1AwQAAAAAD__--gAAAAQP-wQKAAEB9PH_AQP_AAATBAH9_wAAAP8R_gP__wAACgQIAQAAAAAS_u4DAQAAACAALbWT1js4E0AJSE5QAipzEAAaYBH_ADQYGu3lEi_w6iC2Hxb5F9sCxCD_ABH_Fkj-7Psx47A7Mf8v5RwAqAAAAB8Vx_P_AOx32cXfJBQIC4qx5f8Jf_MVx_QxLezH7_7tNyghQhchPwAPANjtUbbKISQcESAALT2sHTs4E0AJSG9QAiqvBhAMGqAGAABAQAAA6EEAAIZCAAAMwgAAAEAAAKhBAABIQgAAAMEAAETCAACgwAAAqEEAALRCAAA0wgAARMIAAHhCAABAwAAAmEEAAGTCAACwQQAAoMIAAFhCAAAwwQAAyEEAAPhBAACcQgAA0EEAANDBAAAwwgAAyEEAALhBAAAwQgAAmkIAAI7CAAAMwgAArsIAAIA_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-MEAADzCAAAEQgAAEEEAACDBAADIwQAAAMAAAMBBAACYwQAAgsIAAAxCAAAAQQAAsMEAAGBCAACYQQAAAAAAAMjBAABgwgAAsMEgADgTQAlIdVABKo8CEAAagAIAAKq-AABQvQAAPD4AADA9AAAkPgAAUD0AAJg9AABVvwAAEb8AALi9AAAEPgAATL4AAOg9AACuPgAA1r4AAKi9AABsPgAAoDwAAOo-AAAZPwAAfz8AADC9AAAQPQAAnr4AAPi9AAAkvgAAAT8AABS-AADgvAAAyD0AAJo-AACgvAAALL4AAFw-AACKPgAAuD0AAAw-AAA0vgAANL4AAMa-AAB8vgAA4DwAAGQ-AAAsvgAAQDwAACw-AADaPgAA6L0AAGQ-AACWvgAAfD4AALK-AADgPAAA4LwAALi9AADovQAASz8AABS-AADgPAAAcL0AAFS-AAAEPgAAgDsAAFC9IAA4E0AJSHxQASqPAhABGoACAAAEvgAAJD4AAIi9AAAjvwAA6L0AAKC8AAAwPQAAUL0AACS-AABcPgAAMD0AAFS-AAA8vgAAqr4AAPg9AACovQAAQLwAACc_AABwvQAAdD4AAJi9AAC4vQAAuL0AAHA9AABwvQAAcL0AAES-AADgPAAAJD4AALi9AAAQPQAA4DwAAMi9AABAPAAAND4AAHA9AACKPgAABD4AAKq-AACgvAAAyL0AAKg9AAAEvgAA4DwAAFC9AAAcPgAAf78AAMg9AABAPAAA-L0AABA9AACKvgAALD4AAIg9AAAQvQAAoDwAAFA9AACYPQAAuL0AALg9AACgvAAAmD0AACw-AADoPSAAOBNACUh8UAEwCTgBSgBgAGgA\"}","related_url":"http://www.youtube.com/watch?v=cy3PgpXgxh4","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["5109385580419258644"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false},"7572624015620942906":{"videoId":"7572624015620942906","docid":"34-6-14-ZFF8C6DF70A0DD0DC","description":"This video discusses the second stage of the machine learning process: (2) collecting and curating training data to inform the model. There are opportunities to incorporate physics into this...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/3571693/ca8d0163b1b448c5b1775ca1e6bf342c/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/6jqLRAIAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"19","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","summary":{"fullTextUrl":"/int_search_summary?data=http%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Dg-S0m2zcKUg","linkTemplate":"/video/preview/7572624015620942906?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"AI/ML+Physics Part 2: Curating Training Data [Physics Informed Machine Learning]","related_orig_text":"Physics Informed Machine Learning","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"Physics Informed Machine Learning\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=g-S0m2zcKUg\",\"src\":\"serp\",\"rvb\":\"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-hCCBCQBgAQrKosBEAEaeIH8EfgI_wIA9AIMAAIE_gEM_vsI9___APQO9vUDAQAA9en-AvoAAAAQ__wQBgAAAPH49vz6AAAABALtBgIAAAAKDfwC-gAAAA4M_AP-AQAA-fIA-AIAAAASCAL0_wAAAAEKC_n-_wAABAED_AAAAAAU__cNAAAAACAALbWT1js4E0AJSE5QAiqEAhAAGvABfxET_tXwBQHPF_cBAQm_AdvhAP8s_9UA0-wL_5305QAgMRoAy-f2APkAFf_RzgYA0hLYAOAaBv8fBTD_TPIH__xFBgEJ4_ABDQr6AOII5v_FFtn98_QLAOQC8gAWAfEAAfAG_lBA7wEO_P8AD_5AARs78gElyg0B2CUgBuswCP4OBd_9LvMG_t4m4ADZIf_-5RrhAgzp3gAAHQ4FKN_5-N_EGgL-_gICIv3s-QEYAfEcAA7_5wfo_gjnKwfiMvL9E90GAui2EAQHLff7W_0K--PfGPz6DAj_0LkK8xvSEfL4Ae8Q1xX--xcoAP0wIAYCIAAtHUYQOzgTQAlIYVACKs8HEAAawAf67wG_gRtvO_7SYr2COWo-ZFqbPJahoLyPnYE9A0o-vae1hLxdYpa9uy8CPbxRtbzY1Hm-BQRJvfOGBb1xcrc-y6upPOgRKD0r_rq9zPdCPZs5BL2-77m91o9NPUEWvTwt7dS9vFZHPRmPkrw56zi9cByCPEmdQD33VrQ9ZKAhPTKZIL1RzaY9ABsQvdaF6bwcnZ85-3XnvNWCzbzBIb-9trNUvLa4C70DxRe8VEJmPVzAU7uscOu98NOCPDIFqbtlxyY-pfUXPW4FwbtkKrO9QT4yvDrGOjwPqbM8j3gJPNhS9jtkQFG8Nxd_PGc-jDyGG7A85FwUvagAmDxi62M99JjSPAyyZbzRSJq9wHbQPcQShTwucLm8BMaKPV9GMbp8KNG8e5wuPX3gtDzg3jA93_DMPBBYPTrEEJQ9xFb1PNaUv7wIm_C8_2McPRcNmTxLlm68Ce6xPaQkGLw_fRo9vMbTPLhAgjun3I46gihOvR_eTryCr6a7FMOfvSBPgTx5T--8yoewvakrhjssoTY9WipSu0qIqLy-MJk8xxfEOpTWhLwPbwy8p3oyPWcngzx2ex-9r4GIO7uZUby8uyW7_RCLvdODo7fBQhy8KsRIu3-nJLwz3oa95_fivGTb1LvMNDC9VMNDvW9MKjwOovU8iznDvfHsl7qKfRi9kf8zPcWgvDt_3Qq8iKFwvTbqX7seGKM7iZKFvSCjADliL1Q9KaPAvL93I7sAoY89s_C1vEniPDteYB48SZRnvaJGHboyVyY9uOSYvaBq8reZwIg983bfPMUHireMZTo9azTvvCTnJrkxTYm7jR1EuouCqDiXH9i9WGYbPeorjLklJZg99iWbPNv0gzlJ02W9xK-YvcYJxzjn_qq8H8qGvPR0gDk4lqA6Av7fPODFSLcWIyE9cFvAPD9gEjk5C9s96HfrvIszLDlea8o9NabZuUcDqLlrl9u8IJukPErucbdEa5W9aeOovYLkQTfQ8Ga9eIuhPfOdJLnoUYy8WkByPQnlvDffbY49tGAYvalzpraU7cs7r_oSvU84DzjEq9E8GF3BO0O2VbitqQU8thgXPaz1vzguQQE9Q_YLPUi9DTjGbCk91XIMPZuZiTe8Bj2-LSdBveWJzjgcZoM9DvR1vOV3BrkFRog9EGymvDL5jjY9v8M8L-6QPcqcGzhpbkW9fyNQvR1WUrhpgKw98fRKvXDrS7UbQwU9GCIMPYqP_jjiGK48b6WiPUwnUrg8YCg9ibn_PFp6r7dCdn49DJ4YvSM73rcgADgTQAlIbVABKnMQABpg9_oAMgcK8PkgMuYJ7O4T8eYW7xDR9__E1gAkNRb1Ah3puTb3_xvfLfm5AAAAE-zcFywA_GH32-gt8Rzyy5j9Cgt_AioGA9se7NHzHv4CAiwW8wBDAPP-wv491McKJRQiIAAtOso6OzgTQAlIb1ACKq8GEAwaoAYAAGBBAAAAQQAAbEIAAABCAACQQQAAUEEAAK5CAAAQwgAAlsIAABBBAACgwQAAeEIAACzCAACEwgAAyEEAAMhBAAA0QgAAsEEAAOBBAAAkwgAAtEIAAEDBAADQQQAAYEIAAKpCAAAQQgAAAMEAAFBBAAD4QQAAgEEAAEBBAADwQQAAEMEAAJhBAABYwgAAKMIAANDBAAC-QgAAUEEAAKBBAAAsQgAAAEIAAEBBAAAAQAAAgEEAANjBAAAAAAAAkEEAAERCAAA4wgAAFMIAAKDBAAAkwgAAgD8AAKjBAAAAwQAAnMIAACDBAACQQQAABEIAAFRCAACswgAAwMAAAIBBAAAwQQAADEIAANBBAACkwgAAiEEAAIJCAABwQQAAPEIAAHjCAACsQgAAQEEAAIrCAACGwgAAAEAAANBBAACAPwAApMIAACTCAABAwQAAgMEAAEBCAAAAQAAAiMIAABBCAAAoQgAAgL8AALhBAACAvwAAoEEAAIA_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_AACAQCAAOBNACUh1UAEqjwIQABqAAgAADL4AAEC8AABwPQAADL4AALi9AAD4PQAAgLsAACO_AADevgAAgDsAAOg9AAAUvgAAoLwAALo-AABEvgAAbL4AAOY-AAAQvQAAxj4AAB8_AABHPwAAmr4AAIA7AADgvAAAZL4AABC9AACKPgAAHL4AAHA9AABcPgAAXD4AAIi9AACIvQAAZD4AABQ-AACYPQAAMD0AAGy-AACIvQAADL4AAHy-AABUvgAAMD0AAFS-AAA0PgAAgDsAALI-AADIvQAAoDwAANa-AABwPQAAor4AAJo-AAC4PQAADD4AAEC8AAB_PwAAuL0AALg9AABsvgAAfL4AABA9AABQvQAAJD4gADgTQAlIfFABKo8CEAEagAIAAFC9AABsvgAANL4AADG_AACIPQAAgLsAABC9AABwvQAANL4AAIA7AABQvQAA2L0AABy-AACSvgAA6D0AAKi9AACAuwAABz8AAJi9AACmPgAAcD0AAJg9AAAwvQAAgLsAAKA8AABQPQAA6L0AAEC8AADIPQAA2D0AAAQ-AACIPQAAgLsAABC9AADYPQAAQDwAADw-AACoPQAAhr4AAGQ-AABUPgAAUL0AABC9AAA0PgAAHL4AAJi9AAB_vwAAoDwAAKi9AAAQPQAA2L0AAIa-AADIPQAAoLwAAJg9AABwPQAAoDwAAIA7AAAsvgAA4LwAAMi9AABEPgAA4DwAAJg9IAA4E0AJSHxQATAJOAFKAGAAaAA,\"}","related_url":"http://www.youtube.com/watch?v=g-S0m2zcKUg","parent-reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":3840,"cheight":2160,"cratio":1.77777,"dups":["7572624015620942906"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":true,"contentTypeId":null,"censored":false,"videoContentId":"1321218075"}},"dups":{"12477410132098916362":{"videoId":"12477410132098916362","title":"\u0007[Physics\u0007]-\u0007[Informed\u0007] AI Series | \u0007[Machine\u0007] \u0007[Learning\u0007] \u0007[in\u0007] Large Scale Engineering Simulat...","cleanTitle":"Physics-Informed AI Series | Machine Learning in Large Scale Engineering Simulations","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=99FUvhnXxgA","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/99FUvhnXxgA?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":"d3d3LnlvdXR1YmUuY29tO1VDNWVEYldBX180YXV2dWJpOTExR2tydw==","name":"Autodesk Research","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Autodesk+Research","origUrl":"http://www.youtube.com/@autodeskresearch","a11yText":"Autodesk Research. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":3369,"text":"56:09","a11yText":"Süre 56 dakika 9 saniye","shortText":"56 dk."},"date":"21 kas 2024","modifyTime":1732147200000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/99FUvhnXxgA?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=99FUvhnXxgA","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":3369},"parentClipId":"12477410132098916362","href":"/preview/12477410132098916362?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/12477410132098916362?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"9199119293378715336":{"videoId":"9199119293378715336","title":"\u0007[Physics\u0007] \u0007[Informed\u0007] Neural Networks (PINNs) [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"Physics Informed Neural Networks (PINNs) [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/live/-zrY7P2dVC4","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/-zrY7P2dVC4?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":"d3d3LnlvdXR1YmUuY29tO1VDbTVtdC1BNHc2MWxrblo5bENzWnRCdw==","name":"Steve Brunton","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Steve+Brunton","origUrl":"http://www.youtube.com/@Eigensteve","a11yText":"Steve Brunton. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":2071,"text":"34:31","a11yText":"Süre 34 dakika 31 saniye","shortText":"34 dk."},"views":{"text":"161,5bin","a11yText":"161,5 bin izleme"},"date":"29 mayıs 2024","modifyTime":1716987601000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/-zrY7P2dVC4?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=-zrY7P2dVC4","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":2071},"parentClipId":"9199119293378715336","href":"/preview/9199119293378715336?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/9199119293378715336?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"4949748593692983403":{"videoId":"4949748593692983403","title":"\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]: High Level Overview of AI and ML \u0007[in\u0007] Science a...","cleanTitle":"Physics Informed Machine Learning: High Level Overview of AI and ML in Science and Engineering","host":{"title":"YouTube","href":"http://www.youtube.com/live/JoFW2uSd3Uo","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/JoFW2uSd3Uo?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":"d3d3LnlvdXR1YmUuY29tO1VDbTVtdC1BNHc2MWxrblo5bENzWnRCdw==","name":"Steve Brunton","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Steve+Brunton","origUrl":"http://www.youtube.com/@Eigensteve","a11yText":"Steve Brunton. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":2846,"text":"47:26","a11yText":"Süre 47 dakika 26 saniye","shortText":"47 dk."},"views":{"text":"323,1bin","a11yText":"323,1 bin izleme"},"date":"16 şub 2024","modifyTime":1708041600000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/JoFW2uSd3Uo?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=JoFW2uSd3Uo","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":2846},"parentClipId":"4949748593692983403","href":"/preview/4949748593692983403?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/4949748593692983403?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"15967416009644440155":{"videoId":"15967416009644440155","title":"\u0007[Physics\u0007]-\u0007[Informed\u0007] AI Series | Bridging \u0007[Machine\u0007] \u0007[Learning\u0007] and \u0007[Physics\u0007]","cleanTitle":"Physics-Informed AI Series | Bridging Machine Learning and Physics","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=r0du-oDA6MI","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/r0du-oDA6MI?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":"d3d3LnlvdXR1YmUuY29tO1VDNWVEYldBX180YXV2dWJpOTExR2tydw==","name":"Autodesk Research","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Autodesk+Research","origUrl":"http://www.youtube.com/@autodeskresearch","a11yText":"Autodesk Research. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":3038,"text":"50:38","a11yText":"Süre 50 dakika 38 saniye","shortText":"50 dk."},"date":"21 kas 2024","modifyTime":1732147200000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/r0du-oDA6MI?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=r0du-oDA6MI","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":3038},"parentClipId":"15967416009644440155","href":"/preview/15967416009644440155?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/15967416009644440155?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"392880962187409859":{"videoId":"392880962187409859","title":"Lec. 22: ODE Integration_ Training process [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"Lec. 22: ODE Integration_ Training process [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=4W_PiU1jynU","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/4W_PiU1jynU?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":"d3d3LnlvdXR1YmUuY29tO1VDQW92VEdpN3hRNVc3T3RZYjJ0RjcwZw==","name":"machine decision","isVerified":false,"subscribersCount":0,"url":"/video/search?text=machine+decision","origUrl":"http://www.youtube.com/@Dr.Mohammad_Samara","a11yText":"machine decision. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":576,"text":"9:36","a11yText":"Süre 9 dakika 36 saniye","shortText":"9 dk."},"date":"6 şub 2025","modifyTime":1738800000000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/4W_PiU1jynU?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=4W_PiU1jynU","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":576},"parentClipId":"392880962187409859","href":"/preview/392880962187409859?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/392880962187409859?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"16310850060317736533":{"videoId":"16310850060317736533","title":"Introduction to \u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]","cleanTitle":"Introduction to Physics Informed Machine Learning","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=C1JlACK-Fws","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/C1JlACK-Fws?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":"d3d3LnlvdXR1YmUuY29tO1VDeDlXSGpzcE5MVXhDRzhqVWhXa25GUQ==","name":"CaSToRC Official","isVerified":false,"subscribersCount":0,"url":"/video/search?text=CaSToRC+Official","origUrl":"http://www.youtube.com/@castorcofficial4811","a11yText":"CaSToRC Official. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":6933,"text":"1:55:33","a11yText":"Süre 1 saat 55 dakika 33 saniye","shortText":"1 sa. 55 dk."},"date":"6 eyl 2024","modifyTime":1725580800000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/C1JlACK-Fws?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=C1JlACK-Fws","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":6933},"parentClipId":"16310850060317736533","href":"/preview/16310850060317736533?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/16310850060317736533?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"7335946011907372054":{"videoId":"7335946011907372054","title":"Lec.10: Full Code Summary [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"Lec.10: Full Code Summary [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=gCoIhG4Xt4I","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/gCoIhG4Xt4I?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":"d3d3LnlvdXR1YmUuY29tO1VDQW92VEdpN3hRNVc3T3RZYjJ0RjcwZw==","name":"machine decision","isVerified":false,"subscribersCount":0,"url":"/video/search?text=machine+decision","origUrl":"http://www.youtube.com/@Dr.Mohammad_Samara","a11yText":"machine decision. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":688,"text":"11:28","a11yText":"Süre 11 dakika 28 saniye","shortText":"11 dk."},"date":"22 ağu 2024","modifyTime":1724284800000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/gCoIhG4Xt4I?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=gCoIhG4Xt4I","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":688},"parentClipId":"7335946011907372054","href":"/preview/7335946011907372054?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/7335946011907372054?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"7123578353271651243":{"videoId":"7123578353271651243","title":"Lec. 16: Run the Training [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"Lec. 16: Run the Training [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=TFMInGKl7Wo","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/TFMInGKl7Wo?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":"d3d3LnlvdXR1YmUuY29tO1VDQW92VEdpN3hRNVc3T3RZYjJ0RjcwZw==","name":"machine decision","isVerified":false,"subscribersCount":0,"url":"/video/search?text=machine+decision","origUrl":"http://www.youtube.com/@Dr.Mohammad_Samara","a11yText":"machine decision. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":352,"text":"5:52","a11yText":"Süre 5 dakika 52 saniye","shortText":"5 dk."},"date":"3 eki 2024","modifyTime":1727913600000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/TFMInGKl7Wo?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=TFMInGKl7Wo","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":352},"parentClipId":"7123578353271651243","href":"/preview/7123578353271651243?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/7123578353271651243?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"4885423406722128552":{"videoId":"4885423406722128552","title":"Lec. 17: Results Review [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"Lec. 17: Results Review [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=ggNVvZKcOqM","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/ggNVvZKcOqM?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":"d3d3LnlvdXR1YmUuY29tO1VDQW92VEdpN3hRNVc3T3RZYjJ0RjcwZw==","name":"machine decision","isVerified":false,"subscribersCount":0,"url":"/video/search?text=machine+decision","origUrl":"http://www.youtube.com/@Dr.Mohammad_Samara","a11yText":"machine decision. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":491,"text":"8:11","a11yText":"Süre 8 dakika 11 saniye","shortText":"8 dk."},"date":"10 eki 2024","modifyTime":1728518400000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/ggNVvZKcOqM?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=ggNVvZKcOqM","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":491},"parentClipId":"4885423406722128552","href":"/preview/4885423406722128552?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/4885423406722128552?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"12789266205443693732":{"videoId":"12789266205443693732","title":"AI/ML+\u0007[Physics\u0007]: Recap and Summary [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"AI/ML+Physics: Recap and Summary [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/live/GCz6afDVy5Y","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/GCz6afDVy5Y?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":"d3d3LnlvdXR1YmUuY29tO1VDbTVtdC1BNHc2MWxrblo5bENzWnRCdw==","name":"Steve Brunton","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Steve+Brunton","origUrl":"http://www.youtube.com/@Eigensteve","a11yText":"Steve Brunton. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":1440,"text":"24:00","a11yText":"Süre 24 dakika","shortText":"24 dk."},"views":{"text":"24,6bin","a11yText":"24,6 bin izleme"},"date":"26 nis 2024","modifyTime":1714136086000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/GCz6afDVy5Y?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=GCz6afDVy5Y","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":1440},"parentClipId":"12789266205443693732","href":"/preview/12789266205443693732?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/12789266205443693732?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"2110876019385630557":{"videoId":"2110876019385630557","title":"A Hands-on Introduction to \u0007[Physics\u0007]-\u0007[informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]","cleanTitle":"A Hands-on Introduction to Physics-informed Machine Learning","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=o9JaZGWekWQ","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/o9JaZGWekWQ?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":"d3d3LnlvdXR1YmUuY29tO1VDZjVSWld2cEdVMFJUQmhYQk1yYzBqdw==","name":"nanohubtechtalks","isVerified":false,"subscribersCount":0,"url":"/video/search?text=nanohubtechtalks","origUrl":"http://www.youtube.com/@nanohubtechtalks","a11yText":"nanohubtechtalks. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":3099,"text":"51:39","a11yText":"Süre 51 dakika 39 saniye","shortText":"51 dk."},"views":{"text":"72,4bin","a11yText":"72,4 bin izleme"},"date":"16 haz 2021","modifyTime":1623801600000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/o9JaZGWekWQ?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=o9JaZGWekWQ","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":3099},"parentClipId":"2110876019385630557","href":"/preview/2110876019385630557?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/2110876019385630557?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"1330967851458132275":{"videoId":"1330967851458132275","title":"\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007] / an Overview of AI and ML \u0007[in\u0007] Science and Engi...","cleanTitle":"Physics Informed Machine Learning / an Overview of AI and ML in Science and Engineering Simulations","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=JItMZmMPyLs","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/JItMZmMPyLs?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":"d3d3LnlvdXR1YmUuY29tO1VDQW92VEdpN3hRNVc3T3RZYjJ0RjcwZw==","name":"machine decision","isVerified":false,"subscribersCount":0,"url":"/video/search?text=machine+decision","origUrl":"http://www.youtube.com/@Dr.Mohammad_Samara","a11yText":"machine decision. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":559,"text":"9:19","a11yText":"Süre 9 dakika 19 saniye","shortText":"9 dk."},"date":"6 haz 2024","modifyTime":1717632000000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/JItMZmMPyLs?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=JItMZmMPyLs","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":559},"parentClipId":"1330967851458132275","href":"/preview/1330967851458132275?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/1330967851458132275?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"14912604088658324867":{"videoId":"14912604088658324867","title":"\u0007[Physics\u0007]-\u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007], Section 2 - Case Study on Heat Transfer, Part 2","cleanTitle":"Physics-Informed Machine Learning, Section 2 - Case Study on Heat Transfer, Part 2","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=iCXoPC2oJ5o","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/iCXoPC2oJ5o?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":"d3d3LnlvdXR1YmUuY29tO1VDY3FCVzl6d25yTnlRejdnTzVFVGhMZw==","name":"navid zobeiry","isVerified":false,"subscribersCount":0,"url":"/video/search?text=navid+zobeiry","origUrl":"http://www.youtube.com/@UW.Composites","a11yText":"navid zobeiry. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":1587,"text":"26:27","a11yText":"Süre 26 dakika 27 saniye","shortText":"26 dk."},"views":{"text":"2,5bin","a11yText":"2,5 bin izleme"},"date":"21 nis 2025","modifyTime":1745255241000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/iCXoPC2oJ5o?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=iCXoPC2oJ5o","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":1587},"parentClipId":"14912604088658324867","href":"/preview/14912604088658324867?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/14912604088658324867?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"3996969288378143482":{"videoId":"3996969288378143482","title":"Advancements \u0007[in\u0007] \u0007[Physics\u0007]-\u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]: Exploring PINNs","cleanTitle":"Advancements in Physics-Informed Machine Learning: Exploring PINNs","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=qDUlRO6mhn0","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/qDUlRO6mhn0?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":"d3d3LnlvdXR1YmUuY29tO1VDTC01REc4RXFac0M2VEVGak9pR3dsdw==","name":"MrJackpots","isVerified":false,"subscribersCount":0,"url":"/video/search?text=MrJackpots","origUrl":"http://www.youtube.com/@MrJackpots","a11yText":"MrJackpots. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":504,"text":"8:24","a11yText":"Süre 8 dakika 24 saniye","shortText":"8 dk."},"date":"21 eki 2024","modifyTime":1729496093000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/qDUlRO6mhn0?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=qDUlRO6mhn0","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":504},"parentClipId":"3996969288378143482","href":"/preview/3996969288378143482?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/3996969288378143482?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"1834261032502501208":{"videoId":"1834261032502501208","title":"\u0007[Physics\u0007]-\u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007], Section 1 - Introduction, Part 1","cleanTitle":"Physics-Informed Machine Learning, Section 1 - Introduction, Part 1","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=ak2oTkooJ_s","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/ak2oTkooJ_s?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":"d3d3LnlvdXR1YmUuY29tO1VDY3FCVzl6d25yTnlRejdnTzVFVGhMZw==","name":"navid zobeiry","isVerified":false,"subscribersCount":0,"url":"/video/search?text=navid+zobeiry","origUrl":"http://www.youtube.com/@UW.Composites","a11yText":"navid zobeiry. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":1378,"text":"22:58","a11yText":"Süre 22 dakika 58 saniye","shortText":"22 dk."},"views":{"text":"20,6bin","a11yText":"20,6 bin izleme"},"date":"21 nis 2025","modifyTime":1745193600000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/ak2oTkooJ_s?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=ak2oTkooJ_s","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":1378},"parentClipId":"1834261032502501208","href":"/preview/1834261032502501208?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/1834261032502501208?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"2284885478583605079":{"videoId":"2284885478583605079","title":"\u0007[Physics\u0007]-\u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007], Section 1 - Introduction, Part 2","cleanTitle":"Physics-Informed Machine Learning, Section 1 - Introduction, Part 2","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=FEwXhnIDasc","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/FEwXhnIDasc?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":"d3d3LnlvdXR1YmUuY29tO1VDY3FCVzl6d25yTnlRejdnTzVFVGhMZw==","name":"navid zobeiry","isVerified":false,"subscribersCount":0,"url":"/video/search?text=navid+zobeiry","origUrl":"http://www.youtube.com/@UW.Composites","a11yText":"navid zobeiry. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":798,"text":"13:18","a11yText":"Süre 13 dakika 18 saniye","shortText":"13 dk."},"views":{"text":"3,7bin","a11yText":"3,7 bin izleme"},"date":"21 nis 2025","modifyTime":1745193600000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/FEwXhnIDasc?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=FEwXhnIDasc","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":798},"parentClipId":"2284885478583605079","href":"/preview/2284885478583605079?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/2284885478583605079?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"5109385580419258644":{"videoId":"5109385580419258644","title":"Lec. 14: Set YOUR Inverse PINNs [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"Lec. 14: Set YOUR Inverse PINNs [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=cy3PgpXgxh4","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/cy3PgpXgxh4?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":"d3d3LnlvdXR1YmUuY29tO1VDQW92VEdpN3hRNVc3T3RZYjJ0RjcwZw==","name":"machine decision","isVerified":false,"subscribersCount":0,"url":"/video/search?text=machine+decision","origUrl":"http://www.youtube.com/@Dr.Mohammad_Samara","a11yText":"machine decision. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":554,"text":"9:14","a11yText":"Süre 9 dakika 14 saniye","shortText":"9 dk."},"date":"19 eyl 2024","modifyTime":1726704000000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/cy3PgpXgxh4?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=cy3PgpXgxh4","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":554},"parentClipId":"5109385580419258644","href":"/preview/5109385580419258644?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/5109385580419258644?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false},"7572624015620942906":{"videoId":"7572624015620942906","title":"AI/ML+\u0007[Physics\u0007] Part 2: Curating Training Data [\u0007[Physics\u0007] \u0007[Informed\u0007] \u0007[Machine\u0007] \u0007[Learning\u0007]]","cleanTitle":"AI/ML+Physics Part 2: Curating Training Data [Physics Informed Machine Learning]","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=g-S0m2zcKUg","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/g-S0m2zcKUg?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":"d3d3LnlvdXR1YmUuY29tO1VDbTVtdC1BNHc2MWxrblo5bENzWnRCdw==","name":"Steve Brunton","isVerified":false,"subscribersCount":0,"url":"/video/search?text=Steve+Brunton","origUrl":"http://www.youtube.com/@Eigensteve","a11yText":"Steve Brunton. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":2170,"text":"36:10","a11yText":"Süre 36 dakika 10 saniye","shortText":"36 dk."},"views":{"text":"49bin","a11yText":"49 bin izleme"},"date":"1 mar 2024","modifyTime":1709293641000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/g-S0m2zcKUg?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=g-S0m2zcKUg","reqid":"1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL","duration":2170},"parentClipId":"7572624015620942906","href":"/preview/7572624015620942906?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","rawHref":"/video/preview/7572624015620942906?parent-reqid=1769260878332574-15786088685023147519-balancer-l7leveler-kubr-yp-klg-243-BAL&text=Physics+Informed+Machine+Learning","isEmbedOnly":false,"shouldPlayInstreamPreroll":false}}},"viewer":{"_isInitial":false,"clips":{"items":{},"dups":{},"loadingStatus":"None"},"internal":{"videoId":"","sandboxEventPrefix":"sandbox:","sandboxVersion":"0x001cd987dbd","isEmbedded":false,"from":"yavideo","service":"ya-video","hbPeriod":30,"table":"video_tech","isInstreamDisabled":false,"nonce":"7860886850231475197243","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":"Physics Informed Machine Learning","queryUriEscaped":"Physics%20%C4%B0nformed%20Machine%20Learning","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"}}}