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Eğitmen, makine öğrenmesi kavramını ve Python programlama dilinde bu alanda kullanılan kütüphaneleri anlatmaktadır.","Video, makine öğrenmesinin ne olduğunu, günlük hayattaki uygulamalarını ve çeşitlerini (denetimli ve denetimsiz öğrenme) açıklayarak başlıyor. Ardından veri ön işleme süreci ve Python'da veri analizi için kullanılan önemli kütüphaneler (Scikit-learn, Numpy, Pandas, CyPy, Matplotlib) hakkında detaylı bilgiler veriliyor. Ayrıca Anaconda platformu ve pip komutu ile gerekli kütüphanelerin nasıl yükleneceği anlatılıyor.","Video, Python 2 ve Python 3 arasındaki farklarla sonlanıyor ve gelecek derste ilk uygulamanın yapılacağı belirtiliyor. Pandas kütüphanesinin dataframe veri yapısı ve veri ön işleme özellikleri özellikle vurgulanıyor."]},"endTime":750,"title":"Python'da Makine Öğrenmesi Eğitim Videosu","beginTime":0}],"fullResult":[{"index":0,"title":"Makine Öğrenmesi ve Kullanım Alanları","list":{"type":"unordered","items":["Makine öğrenmesi uygulamaları günlük yaşamımızda hızla yer edinmiş olup, film önerileri, yemek siparişleri, ürün satın alma önerileri, fotoğraflardan arkadaşları tanıma ve sürücüsüz araba tasarımlarında kullanılmaktadır.","Facebook, Amazon ve Netflix gibi kompleks web sitelerinin her parçası çoklu makine öğrenmesi uygulaması içermektedir.","Makine öğrenmesi algoritmaları yıldızları anlama, gezegenler arasındaki mesafeyi bulma, yeni parçacıklar keşfetme, DNA dizilerini analiz etme ve kanser tedavilerini kişiye özel hale getirme gibi bilim dallarında da kullanılmaktadır."]},"beginTime":19,"endTime":99,"href":"/video/preview/1972375084555011575?parent-reqid=1769844774479084-867256592109023941-db7ezcspfmi4cig7-BAL&text=Tri+Learning.&t=19&ask_summarization=1"},{"index":1,"title":"Makine Öğrenmesi Nedir?","list":{"type":"unordered","items":["Bilgisayar, akıllı aletler ve internet teknolojisi gelişmesiyle üretilen veride büyük bir artış olmuş, bu büyük verinin (big data) yönetilmesi çok önemli bir konu haline gelmiştir.","Makine öğrenmesi, veriden bilgi çıkarma bilimidir ve akıllı aletlerin verileri kullanarak karar verme problemini kendi kendine çözebilmesidir.","Makine öğrenmesi istatistik, yapay zeka ve bilgisayar bilimlerinin kesişim alanıdır ve istatistiksel öğrenme olarak da adlandırılır."]},"beginTime":99,"endTime":151,"href":"/video/preview/1972375084555011575?parent-reqid=1769844774479084-867256592109023941-db7ezcspfmi4cig7-BAL&text=Tri+Learning.&t=99&ask_summarization=1"},{"index":2,"title":"Elle Kodlama ve Makine Öğrenmesi","list":{"type":"unordered","items":["Yapay zeka uygulamalarının ilk zamanlarında spam filtrelemesi gibi uygulamalar için elle kodlanan karar yapıları (if-else) kullanılıyordu.","Elle kodlama yaklaşımının iki önemli dezavantajı vardı: görevler için yazılan algoritmalar spesifikti ve görevde küçük bir değişiklik bile sistemin tamamen yeniden yazılmasını gerektiriyordu.","Makine öğrenmesi kullanılarak, yeterli miktar veri ile algoritmalar yazılarak akıllı aletler fotoğraflardaki yüzleri tanıyabilme gibi çözülemeyen problemler çözülebilmeye başlanmıştır."]},"beginTime":151,"endTime":239,"href":"/video/preview/1972375084555011575?parent-reqid=1769844774479084-867256592109023941-db7ezcspfmi4cig7-BAL&text=Tri+Learning.&t=151&ask_summarization=1"},{"index":3,"title":"Makine Öğrenmesi Çeşitleri","list":{"type":"unordered","items":["Makine öğrenmesinde kullanılacak algoritma veri setine göre seçilir; çıktı değerleri biliniyorsa denetimli öğrenme, bilinmiyorsa denetimsiz öğrenme algoritmaları kullanılır.","Denetimli öğrenmede girdiler ve istenen çıktılar ile algoritmalar yazılır, bir \"öğretmen\" algoritmanın her örnek için doğru çıktıyı verip vermediğini denetler.","Denetimsiz öğrenmeyse yalnız girdiler bilinirken çıktılar bilinmez, örneğin blog gönderilerinde başlıca konuları tespit etme veya müşteri kayıtlarından benzer tercihleri olan müşterileri gruplama gibi uygulamalarda kullanılır."]},"beginTime":239,"endTime":390,"href":"/video/preview/1972375084555011575?parent-reqid=1769844774479084-867256592109023941-db7ezcspfmi4cig7-BAL&text=Tri+Learning.&t=239&ask_summarization=1"},{"index":4,"title":"Veri Özellikleri ve Ön İşleme","list":{"type":"unordered","items":["Makine öğrenmesinde veriler genellikle tablo formatında girilir, her satır bir örnek (sample veya datapoint) ve her sütun ise örneğin özelliklerini (features) gösterir.","Veriyi analiz etmeden önce veri ön işleme adı altında temizleme, bütünleştirme, dönüştürme ve indirgeme gibi aşamalar geçilir.","Veri ön işleme süreci tutarsız verilerin kaldırılması, birden fazla verinin birleştirilmesi, verinin uygun formatlara dönüştürülmesi ve boyut sayısının azaltılması aşamalarından oluşur."]},"beginTime":390,"endTime":467,"href":"/video/preview/1972375084555011575?parent-reqid=1769844774479084-867256592109023941-db7ezcspfmi4cig7-BAL&text=Tri+Learning.&t=390&ask_summarization=1"},{"index":5,"title":"Python ve Makine Öğrenmesi Kütüphaneleri","list":{"type":"unordered","items":["Python özellikle son yıllarda veri analizi çalışmaları için çok popüler olmuş, veri ön işleme, görselleştirme, istatistik ve doğal dil işleme için zengin kütüphanelere sahiptir.","Scikit-learn, açık kaynak kodlu, ücretsiz, sürekli geliştirilen ve geniş bir kullanıcı topluluğu olan makine öğrenmesi için önemli bir kütüphane olup, birçok algoritma içermektedir.","Scikit-learn, Numpy ve CyPy kütüphanelerine bağlıdır ve genellikle veriyi görselleştirmek için Matplotlib ve interaktif editör olarak Jupyter Notebook kullanılır. Bu kütüphaneler Anaconda platformu ile yüklü gelir."]},"beginTime":467,"endTime":558,"href":"/video/preview/1972375084555011575?parent-reqid=1769844774479084-867256592109023941-db7ezcspfmi4cig7-BAL&text=Tri+Learning.&t=467&ask_summarization=1"},{"index":6,"title":"Makine Öğrenmesi İçin Gerekli Kütüphaneler","list":{"type":"unordered","items":["Anaconda platformu hakkında detaylı bilgi için kanaldaki ders izlenebilir, alternatif olarak gerekli kütüphaneleri yüklemek için pip kullanılabilir.","Terminalde \"pip install numpy, cypy, matplot, deep i, python cct learn pendus\" komutu ile gerekli kütüphaneler yüklenir.","Numpy, Python'da bilimsel hesaplamalar için çok boyutlu dizi işlemleri ve yüksek düzey matematiksel fonksiyonlar sağlayan temel bir kütüphanedir."]},"beginTime":566,"endTime":605,"href":"/video/preview/1972375084555011575?parent-reqid=1769844774479084-867256592109023941-db7ezcspfmi4cig7-BAL&text=Tri+Learning.&t=566&ask_summarization=1"},{"index":7,"title":"Bilimsel 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