[AI knowledge learning]Deep Learning Theory

Author: Hung-yi Lee

Taiwan computer scientist, associate professor of Department of Electrical Engineering, National Taiwan University, research fields include semantic understanding, speech recognition, machine learning, deep learning, etc. He is good at using simple and easy-to-understand language to explain complex machine learning techniques with animations such as Pokémon and Haruhi Suzumiya that students love, so he is affectionately called "Pokémon Master". As of now, his YouTube subscribers have reached 166,000.

[Computer Science]Deep Learning Theory 1-2: Potential of Deep

[Computer Science]Deep Learning Theory 1-3: Is Deep better than Shallow?

[Computer Science]Deep Learning Theory 2-2: Deep Linear Network

[Computer Science]Deep Learning Theory 2-3: Does Deep Network have Local Minima?

[Computer Science]Deep Learning Theory 2-4: Geometry of Loss Surfaces (Conjecture)

Author: Hung-yi Lee

[Computer Science]GAN Lecture 5 (2018): General Framework

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