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]