Schedule 2018
Date | Location | Topic | Notes | Reading | |
Week 1 | |||||
2018-10-30 10:00-12:00 |
Sal-B | Introduction | [slides] [printable] | Deep Learning Book (Ch. 1, 2, 3) | |
2018-11-02 13:00-15:00 |
Sal-B | Machine learning with Spark | [slides] [printable] [data] | Spark Book (Ch. 24, 25) | |
Week 2 | |||||
2018-11-07 15:00-17:00 |
Sal-B | Machine Learning - Regression | [slides] [printable] [data] | Deep Learning Book (Ch. 4, 5)
Handson Book (Ch. 2, 4) Spark Book (Ch. 27) |
|
2018-11-09 13:00-17:00 |
Ka-210 | Spark Lab | |||
Week 3 | |||||
2018-11-14 13:00-15:00 |
Sal-A | Machine Learning - Classification | [slides] [printable] [data] | Deep Learning Book (Ch. 4, 5)
Handson Book (Ch. 3) Spark Book (Ch. 26) |
|
2018-11-16 13:00-17:00 |
Ka-210 | Hops Platform Lab | [slides] | ||
Week 4 | |||||
2018-11-21 15:00-17:00 |
Sal-B | More on Supervised Learning | [slides] [printable] | Handson Book (Ch. 5, 6, 7)
Spark Book (Ch. 27) |
|
2018-11-23 13:00-15:00 |
Sal-B | Tensorflow | [slides] [printable] | Handson Book (Ch. 9, 12) | |
Week 5 | |||||
2018-11-28 13:00-15:00 |
Sal-B | Deep Feedforward Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 6)
Handson Book (Ch. 10) |
|
2018-11-30 13:00-15:00 |
Sal-B | Training Feedforward Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 7, 8)
Handson Book (Ch. 11) |
|
Week 6 | |||||
2018-12-05 15:00-17:00 |
Sal-B | Convolutional Neural Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 9)
Handson Book (Ch. 13) |
|
2018-12-07 13:00-15:00 |
Sal-B | Recurrent Neural Networks | [slides] [printable] [notebook] | Deep Learning Book (Ch. 10)
Handson Book (Ch. 14) |
|
Week 7 | |||||
2018-12-11 10:00-12:00 |
Sal-B | Autoencoders and RBMs | [slides] [printable] [notebook] | Deep Learning Book (Ch. 14, 20)
Handson Book (Ch. 15) |
|
2018-12-12 13:00-15:00 |
Sal-A | Guest Lecture | [slides] | ||