CS540 Spring 2022

Schedule (Subject to Change)

Date	Topic	Materials	Assignments
Tuesday, Jan 25	Welcome and Course Overview	Slides, Python Crash Course (self-study)	HW1 Release
Thursday, Jan 27	Probability	Slides
Tuesday, Feb 1	Linear Algebra and PCA	Slides	HW1 Due, HW 2 Release
Thursday, Feb 3	Statistics and Math Review	Slides
Tuesday, Feb 8	Introduction to Logic	Slides	HW3 release
Thursday, Feb 10	Natural Language Processing	Slides
Tuesday, Feb 15	Machine Learning: Introduction	Slides
Thursday, Feb 17	Machine Learning: Unsupervised Learning I	Slides
Tuesday, Feb 22	Machine Learning: Unsupervised Learning II	Slides	HW4 release
Thursday, Feb 24	Machine Learning: Linear regression	Slides
Tuesday, March 1	Machine Learning: K - Nearest Neighbors & Naive Bayes	Slides	HW5 release
Thursday, March 3	Machine Learning: Neural Network I (Perceptron)	Slides
Tuesday, March 8	Machine Learning: Neural Network II	Slides	HW6 release
Thursday, March 10	Machine Learning: Neural Network III	Slides
MIDTERM EXAM March 10
Tuesday, March 22	Deep Learning I	Slides
Thursday, March 24	Deep Learning II	Slides	HW6 due; HW7 release
Tuesday, March 29	Deep Learning III	Slides
Thursday, March 31	Deep Learning and Neural Network's Summary	Slides
Tuesday, April 5	Game I	Slides
Thursday, April 7	Game II	Slides	HW8 release
Tuesday, April 12	Search I: Un-Informed search	Slides
Thursday, April 14	Search II: Informed search	Slides	HW 9 release
Tuesday, April 19	Advanced Search Algorithms	Slides
Thursday, April 21	Introduction to Reinforcement Learning - I	Slides
Tuesday, April 26	Introduction to Reinforcement Learning - II	Slides	HW10 release
Thursday, April 28	RL & Search SummaryI
Tuesday, May 3	Ethics of AI	Slides [Short version]
Thursday, May 5	AI in the Real World	Slides
FINAL EXAM: May 9 at 12:25-2:25pm