Date	Location	Topic	Notes	Reading
Week 1
2020-10-27 10:00-12:00	zoom	Introduction	[slides] [printable] [video]	Deep Learning Book (Ch. 1, 2, 3)
2020-10-28 13:00-15:00	zoom	Machine learning with Spark	[slides] [printable] [video]	Spark Book (Ch. 24, 25)
Week 2
2020-11-03 10:00-12:00	zoom	Machine Learning - Regression	[slides] [printable] [video]	Deep Learning Book (Ch. 4, 5) Handson Book (Ch. 2, 4) Spark Book (Ch. 27)
2020-11-04 14:00-16:00	zoom	Machine Learning - Classification	[slides] [printable] [video]	Deep Learning Book (Ch. 4, 5) Handson Book (Ch. 3) Spark Book (Ch. 26)
2020-11-06 13:00-15:00	zoom	Lab1	[notebook] [video]
Week 3
2020-11-10 10:00-12:00	zoom	More on Supervised Learning	[slides] [printable] [video]	Handson Book (Ch. 6, 7) Spark Book (Ch. 27)
2020-11-11 13:00-15:00	zoom	Deep Feedforward Networks	[slides] [printable] [notebook] [video]	Deep Learning Book (Ch. 6) Handson Book (Ch. 10)
2020-11-13 13:00-15:00	zoom	Lab2	[video]
Week 4
2020-11-17 10:00-12:00	zoom	Training Feedforward Networks	[slides] [printable] [notebook] [video]	Deep Learning Book (Ch. 7, 8) Handson Book (Ch. 11)
2020-11-18 13:00-15:00	zoom	Convolutional Neural Networks	[slides] [printable] [notebook] [video]	Deep Learning Book (Ch. 9) Handson Book (Ch. 14) 10 CNN Architectures [link]
2020-11-20 13:00-15:00	zoom	Lab3	[notebook] [video]
Week 5
2020-11-24 10:00-12:00	zoom	Recurrent Neural Networks	[slides] [printable] [notebook] [video]	Deep Learning Book (Ch. 10) Handson Book (Ch. 15, 16) Understanding LSTM Networks [link]
2020-11-25 13:00-15:00	zoom	Attention and Transformer Lecturer: Karl Erliksson	[slides] [slides-pptx] [video]	Attention Is All You Need [link] Mechanics of Seq2seq Models With Attention [link] The Illustrated Transformer [link]
Week 6
2020-12-01 10:00-12:00	zoom	Autoencoders and RBMs	[slides] [printable] [notebook] [video]	Deep Learning Book (Ch. 14, 20) Handson Book (Ch. 17) Introduction to RBM [link] Deep Learning Meets Physics [link]
2020-12-02 13:00-15:00	zoom	Generative Adversarial Network (GAN) Lecturer: Tianze Wang	[slides] [video]	Deep Learning Book (Ch. 20) Handson Book (Ch. 17)
Week 7
2020-12-08 10:00-12:00	zoom	Distributed Learning	[slides] [printable] [video]	Handson Book (Ch. 19)
2020-12-09 13:00-15:00	zoom	The Course Wrap Up