AI 100: Sinir Ağları (Neural Nets)

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1M ago 39:12

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Yapay zeka serimizin dördüncü bölümü. Önce ilk 3 bölümün geniş bir özeti, sonra da 1940lardan bu yana, yapay zekanın en gizemli kolu olan sinir ağlarının gelişimi.

Konular:

(01:17) Amacımız
(04:36) Neden Tavsiye Sistemleri
(06:01) Neden Sinir Ağları
(10:25) Yapay Nöron
(12:27) Akıllı Termostat
(13:38) Lineer Sınıflandırıcılar
(14:49) Hebbian Öğrenme
(16:47) Öğrenme Algoritması
(17:55) Öğrenme hızı
(19:00) Frank Rosenblatt
(21:12) Connectionism
(22:52) Perceptron Mark 1
(26:34) Aktivasyon Fonksiyonu
(28:34) FeedForward
(30:47) Multi Layer Perceptron
(36:20) Öğrenme

Kaynaklar:

Yazı: Perceptron Learning Algorithm
Yazı: Professor’s perceptron paved the way for AI
Yazı: Hello, Perceptron: An introduction
Tutorial: Not another MNIST tutorial
Yazı Dizisi: Machine Learning for Beginners
Sinir Ağı Simülasyonu

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