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