CS545: Machine Learning

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Table of Contents

Schedule

This tentative schedule will be updated during the semester.

August

Week Topic Material Reading Assignments
Week 1:
Aug 24, 26 		Overview of course. Review of neural networks training and use. 01 Introduction to CS545
02 Searching for Good Weights in a Linear Model 		Ungraded Quiz 1 due Friday, August 27, 10:00 PM
Week 2:
Aug 31, Sept 2 		Regression with neural networks. 03 Fitting Simple Models Using Gradient Descent in the Squared Error
04 Introduction to Neural Networks

September

Week Topic Material Reading Assignments
Week 3:
Sept 7, 9 		A1 questions. Optimizers. Neural Network class. 05 Optimizers Updated Sept. 6, 5:00 PM: A1 Three-Layer Neural Network due Wednesday, Sept 8th, at 10:00 PM
Week 4:
Sept 14, 16 		A2. Autoencoders. Classification. 06 Autoencoders
Week 5:
Sept 21, 23 		Convolutional neural networks. Updated Sept. 14, 9:00 AM. A2 NeuralNetwork Class due Monday, Sept. 20, at 10:00 PM
Week 6:
Sept 28, 30 		Pytorch, Jax, Keras

October

Week Topic Material Reading Assignments
Week 7:
Oct 5, 7 		Reinforcement Learning
Week 8:
Oct 12, 14 		Reinforcement Learning
Week 9:
Oct 19, 21 		Reinforcement Learning
Week 10:
Oct 26, 28 		Brain-Computer Interfaces

November

Week Topic Material Reading Assignments
Week 11:
Nov 2, 4 		Brain-Computer Interfaces
Week 12:
Nov 9, 11 		Explainable AI
Week 13:
Nov 16, 18 		Other topics
Nov 23, 25 Fall Recess !!
Week 14:
Nov 30, Dec 2 		Student Project Presentations

December

Week Topic Material Reading Assignments
Week 15:
Dec 7, 9 		Student Project Presentations
Dec 13-17 Final Exam Week No Exams in this course
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