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Deep Learning Reading Group

Summer 2018

We are studying Deep Learning by Ian Goodfellow and Yoshua Bengio and Aaron Courville. Meetings are Thursdays, 10am (for up to 90 minutes) in Rice 536 (except for June 14 when we will meet in Rice 242).

Meeting Schedule

DateTopicLeadersExercises, Notes
7 June Planning, Background (Chs 1-4) Dave
14 June (Rice 242) 5: Machine Learning Basics Xiao, Suya Exercises [Solutions], Notes
21 June 6: Deep Feedforward Networks Bargav, Jonas Notes
28 June 7 (through ~7.7): Regularization for Deep Learning Samin, Jack
5 July No meeting
12 July 7.8-8: More Regularization, Optimization Nathaniel, Bargav Practice Code
19 July 9: Convolutional Networks Jonas, Xiao
26 July 10: Sequence Modeling (RNNs) Jack, Suya
2 August 14: Autoencoders Samin, Matt [Notes] (Matt)
9 August Reinforcement Learning Samin

Resources

Videos

Caltech ML Course - Yaser Abu-Mostafa's course (includes video lectures, as well as assignments)