Schedule & Slides
This page will always have the most current schedule for the course. Links to slides will be added as the course progresses, generally either right before or shortly after the corresponding class. There are readings associated with (almost) every class in the textbook.
(Last updated: 11 April 2019)
Class | Date | Topic from the standpoint of the AI system: | Subtopic | Readings/Videos | Assigned | Due | |
1 | Tue 01/22 | What is AI? | RN 1, 2; DL 1 | slides | |||
2 | Thu 01/24 | How can I achieve my goals? | Search basics | RN 3.1-3.4 | Search, Project | slides PDF version | |
Tue 01/29 | NO CLASS | Video: search | |||||
3 | Thu 01/31 | Heuristic search | RN 3.5-3.6 | ||||
4 | Tue 02/05 | A*, other searches | RN 4.2-5 | slides (all) 4/page handout | |||
5 | Thu 02/07 | Using constraints to guide search | RN 6 | slides 4/page | |||
6 | Tue 02/12 | How to win a game? | RN 5 | slides 4/page handout | |||
7 | Thu 02/14 | How can I “think”? (part 1) | Logic | RN 7-8 | Project pre-proposal | (see below) | |
8 | Tue 02/19 | Theorem proving | RN 9 | slides 4/page (all slides) | |||
Thu 02/21 | PRELIM I | Example Prelim I | |||||
9 | Tue 02/26 | Theorem proving | |||||
10 | Thu 02/28 | RTP, misc. automatic reasoning | Project proposal | ||||
11 | Tue 03/05 | How can I learn to understand input? | Machine learning | RN 18.1-3 | RTP | Search | slides 4/page |
12 | Thu 03/07 | ||||||
13 | Tue 03/12 | ML (con’td); Neural network basics | RN 18.7, 18.9; DL 2, 3.1 | ||||
14 | Thu 03/14 | ANN cont’d) Tensors, Keras, examples | DL 3.2 - 3.6 | Neural nets | slides, 4/page | ||
Tue 03/19 | SPRING BREAK | ||||||
Thu 03/21 | SPRING BREAK | ||||||
15 | Tue 03/26 | How can I use knowledge about the world? | Rules, structured KR, DLogic | RN 12, 12.5.2 | Neural nets | NN part 2: slides, 4/page | |
16 | Thu 03/28 | RTP | knowledge: slides, 4/page | ||||
17 | Tue 04/02 | How do I take action? | RN 25.7 | planning: slides, 4/page | |||
18 | Thu 04/04 | (Class cancelled for seminar) | RN 10-11 | ||||
Tue 04/09 | PRELIM II | 2017 prelim2, 2017 final | |||||
19 | Thu 04/11 | Planning (POP); forward planning | slides, 4/page (for remainder of planning) | ||||
NOTE: Homeworks below here, if assigned, will be “light”! | |||||||
20 | Tue 04/16 | Sequential decision-making, MDP | slides, 4/page | ||||
21 | Thu 04/18 | ||||||
22 | Tue 04/23 | Reinforcement learning | slides, 4/page | ||||
23 | Thu 04/25 | ---- | |||||
24 | Tue 04/30 | Convolutional networks; LSTM | slides, 4/page | ||||
25 | Thu 05/02 | Wrap up | PROJECT DUE 5/3 |