|
週次 |
日期 |
單元主題 |
|
Week 1 |
02-22-2024 |
Course Overview
Chapter 1: Introduction: What Is Artificial Intelligence? |
|
Week 2 |
02-29-2024 |
Python Tutorial
Pacman Projects (Berkeley CS188 Spring 2023)
Chapter 2: Intelligent Agents
** codes for adding the course will be distributed to students who have completed the qualifying HW |
|
Week 3 |
03-07-2024 |
Problem Solving and Search: BFS/DFS
Heuristic Search: Best-First Search and A* |
|
Week 4 |
03-14-2024 |
Beyond Classical Search
Adversarial Search |
|
Week 5 |
03-21-2024 |
Quantifying Uncertainty and Bayes Nets
Probability (from UC Berkeley CS188)
Naive Bayes |
|
Week 6 |
03-28-2024 |
Essence of linear algebra by 3Blue1Brown (online classes)
Dimensionality Reduction and Transforms |
|
Week 7 |
04-04-2024 |
[Holiday] 兒童節＋民族掃墓節 |
|
Week 8 |
04-11-2024 |
Introduction to Machine Learning
Regression and Model Selection
Clustering and Classification |
|
Week 9 |
04-18-2024 |
Midterm Exam |
|
Week 10 |
04-25-2024 |
Introduction to Machine Learning
Regression and Model Selection
Clustering and Classification |
|
Week 11 |
05-02-2024 |
Natural Language Processing
Term Project Description |
|
Week 12 |
05-09-2024 |
Computer Vision |
|
Week 13 |
05-16-2024 |
Self-Supervised Learning/Transformers
Foundation Models
Generative AI |
|
Week 14 |
05-23-2024 |
Reinforcement Learning |
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Week 15 |
05-30-2024 |
Trustworthy AI |
|
Week 16 |
06-06-2024 |
Term Project Expo |