| Date |
Topic |
Reading materials |
Assignments |
| Tuesday, Jan 26 |
Welcome and Course Overview |
Python Crash Course (self-study), 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: Un-Informed 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 |