Date 
Topic 
Reading materials 
Assignments 
Tuesday, Jan 26 
Welcome and Course Overview 
Python Crash Course (selfstudy), Slides 
HW1
Released 
Thursday, Jan 28 
Probability 
Slides, Quiz (answers) 

Tuesday, Feb 2 
Linear
Algebra and PCA 
Slides, Quiz (answers) 
HW1
Due, HW 2
Released 
Thursday, Feb 4 
Statistics and Math Review 
Slides, Quiz (answers) 

Tuesday, Feb 9 
Introduction to Logic 
Slides, Quiz (answers) 
HW 2
Due, HW 3 Released 
Thursday, Feb 11 
Natural Language Processing 
Slides, Quiz (answers)


Tuesday, Feb 16 
Machine Learning: Introduction 
Slides, Quiz (answers)

HW3 Due 
Thursday, Feb 18 
Machine Learning: Unsupervised Learning I 
Slides, Quiz (answers)


Tuesday, Feb 23 
Machine Learning: Unsupervised Learning II 
Slides, Quiz 
HW 4 Released 
Thursday, Feb 25 
Machine Learning: Linear regression, Bonus Slide Recording 
Slides, Quiz, Bonus Lecture Slides 

Tuesday, March 2 
Machine Learning: K  Nearest Neighbors & Naive Bayes 
Slides, Quiz Extended reading on MLE and Naive Bayes 
HW 4 Due, HW 5 Released 
Thursday, March 4 
Machine Learning: Neural Network I (Perceptron) 
Slides, Quiz 

Tuesday, March 9 
Machine Learning: Neural Network II 
Slides, Quiz 
HW 5 Due, HW 6 Released 
Thursday, March 11 
Machine Learning: Neural Network III 
Slides, Quiz 

Tuesday, March 16 
Study Break for Midterm Exam (No Lecture) 

MIDTERM EXAM March 17 
Thursday, March 18 
Machine Learning: Deep Learning I 
Slides, Quiz 

Sunday, March 21 


HW 6 Due 
Tuesday, March 23 
Machine Learning: Deep Learning II 
Slides, Quiz 
HW 7 Released 
Thursday, March 25 
Machine Learning: Deep Learning III 
Slides, Quiz 

Tuesday, March 30 
Machine Learning: Deep Learning and Neural Network's Summary 
Slides, Quiz 
HW 7 Due 
Thursday, April 1 
Game  Part I 
Slides, Quiz 

Tuesday, April 6 
Game  Part II 
Slides, Quiz 
HW 8 Released 
Thursday, April 8 
Search I: UnInformed search 
Slides, Quiz 

Tuesday, April 13 
Search II: Informed search 
Slides, Quiz 
HW 8 Due, HW 9 Released 
Thursday, April 15 
Advanced Search 
Slides, Quiz 

Tuesday, April 20 
Introduction to Reinforcement Learning 
Slides, Quiz 
HW 9 Due, HW 10 Released 
Thursday, April 22 
Reinforcement Learning and Search Summary 
Slides, Quiz 

Tuesday, April 27 
Ethics and Trust in AI 
Slides, Quiz 

Thursday, April 29 
Artificial Intelligence in the Real World 
Slides, Quiz 
HW 10 Due 
FINAL EXAM May 6 