Fundamentals of Media Processing (Deep Learning Part)
Fall 2020, Tuesday, 13:00 to 14:30
Instructor: Satoshi Ikehata
Textbook
"Deep Learning" by Ian Goodfellow. The book is available for free online or available for purchase.
Syllabus
| Class Date |
Topic |
Slides |
| Tue, Oct. 27 |
Introduction, Probability, Information Theory |
pdf |
|
Basic of Machine Learning
|
| Tue, Nov. 10 | Machine Learning Basics |
pdf |
|
Deep Neural Networks
|
| Tue, Nov. 17, Nov. 24, Dec.1 | Deep Feedforward Networks |
pdf |
| Tue, Nov. 17, Nov. 24, Dec.1 | Regularization and Deep Learning |
pdf |
| Tue, Nov. 17, Nov. 24, Dec.1 | Optimization for Training Deep Models |
pdf |
| Tue, Dec.7 | Convolutional Neural Networks and Applications |
pdf |