Schedule_2019
| Date | Location | Topic | Notes | Reading | |
| Week 1 | |||||
| 2019-10-29 10:00-12:00 |
Sal-A | Introduction | [slides] [printable] | Deep Learning Book (Ch. 1, 2, 3) | |
| 2019-10-30 13:00-15:00 |
Sal-B | Machine learning with Spark | [slides] [printable] [notebook] | Spark Book (Ch. 24, 25) | |
| Week 2 | |||||
| 2019-11-05 10:00-12:00 |
Sal-C | Machine Learning - Regression | [slides] [printable] [notebook] | Deep Learning Book (Ch. 4, 5)
Handson Book (Ch. 2, 4) Spark Book (Ch. 27) |
|
| 2019-11-06 14:00-16:00 |
Sal-B | Machine Learning - Classification | [slides] [printable] [notebook] | Deep Learning Book (Ch. 4, 5)
Handson Book (Ch. 3) Spark Book (Ch. 26) |
|
| 2019-11-08 13:00-17:00 |
Sal-A | Hopworks Platform Lab Lecturer: Sina Sheikholeslami |
[slides1] [slides2] | ||
| Week 3 | |||||
| 2019-11-12 10:00-12:00 |
Sal-B | More on Supervised Learning | [slides] [printable] | Handson Book (Ch. 6, 7)
Spark Book (Ch. 27) |
|
| 2019-11-13 13:00-15:00 |
Sal-C | Deep Feedforward Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 6)
Handson Book (Ch. 10) |
|
| 2019-11-15 13:00-17:00 |
Sal-B | TensorFlow Lab1 Lecturer: Fredrik Carlsson |
[slides] [notebook] | ||
| Week 4 | |||||
| 2019-11-19 10:00-12:00 |
Sal-B | Training Feedforward Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 7, 8)
Handson Book (Ch. 11) |
|
| 2019-11-20 13:00-15:00 |
Sal-B | Convolutional Neural Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 9)
Handson Book (Ch. 14) 10 CNN Architectures [link] |
|
| 2019-11-22 13:00-17:00 |
Sal-B | TensorFlow Lab2 Lecturer: Tianze Wang |
[slides] [notebook] | ||
| Week 5 | |||||
| 2019-11-26 15:00-17:00 |
Sal-C | Recurrent Neural Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 10)
Handson Book (Ch. 15, 16) |
|
| 2019-11-27 13:00-15:00 |
Sal-C | Autoencoders and RBMs | [slides] [printable] [notebook] | Deep Learning Book (Ch. 14, 20)
Handson Book (Ch. 17) Introduction to RBM [link] Deep Learning Meets Physics [link] |
|
| Week 6 | |||||
| 2019-12-03 10:00-12:00 |
Sal-C | Generative Adversarial Network (GAN) Lecturer: Tianze Wang |
[slides] | Deep Learning Book (Ch. 20)
Handson Book (Ch. 17) |
|
| 2019-12-04 13:00-15:00 |
Sal-C | Reinforcement Learning Lecturer: Fredrik Carlsson |
[slides] | Handson Book (Ch. 18) | |
| Week 7 | |||||
| 2019-12-10 10:00-12:00 |
Sal-C | Distributed Learning | [slides] | Handson Book (Ch. 19) | |
| 2019-12-11 13:00-15:00 |
Sal-B | The Course Wrap Up | |||