Deep Learning Tutorial 李宏毅 Hung-yi Lee Deep learning attracts lots of attention. • I believe you have seen lots of exciting results before. This talk focuses on the basic techniques. Deep learning trends at Google. Source: SIGMOD/Jeff Dean Outline Lecture IV: Next Wave Lecture III: Variants of Neural Network Lecture II: Tips for Training Deep Neural Network Lecture I: Introduction of Deep Learning Lecture I: Introduction of Deep Learning Outline of Lecture I Introduction of Deep Learning Why Deep? “Hello World” for Deep Learning Let’s start with general machine learning. Machine Learning ≈ Looking for a Function • Speech Recognition • Image Recognition • Playing Go • Dialogue System f f f f “Cat” “How are you” “5-5” “Hello”“Hi” (what the user said) (system response) (next move) Framework A set of function 21, ff 1f “cat” 1f “dog” 2f “money”
