Harvard's CS50: Introduction to AI with Python
Descriptions
- Offered by: Harvard University
- Prerequisites: Basic knowledge of probability theory and Python
- Programming Languages: Python
- Difficulty: 🌟🌟🌟
- Class Hour: 30
A very basic introductory AI course, what makes it stand out is the 12 well-designed programming assignments, all of which will use the learned knowledge to implement a simple game AI, such as using reinforcement learning to play Nim game, using max-min search with alpha-beta pruning to sweep mines, and so on. It's perfect for newbies to get started or bigwigs to relax.
Course Resources
- Course Website: https://cs50.harvard.edu/ai/2020/
- Recordings: https://cs50.harvard.edu/ai/2020/
- Textbooks: No textbook is needed in this course.
- Assignments: https://cs50.harvard.edu/ai/2020/ with 12 programming labs of high quality mentioned above.
Personal Resources
All the resources and assignments used by @PKUFlyingPig in this course are maintained in PKUFlyingPig/cs50_ai - GitHub.
Harvard's CS50: Introduction to AI with Python
Descriptions
- Offered by: Harvard University
- Prerequisites: Basic knowledge of probability theory and Python
- Programming Languages: Python
- Difficulty: 🌟🌟🌟
- Class Hour: 30
A very basic introductory AI course, what makes it stand out is the 12 well-designed programming assignments, all of which will use the learned knowledge to implement a simple game AI, such as using reinforcement learning to play Nim game, using max-min search with alpha-beta pruning to sweep mines, and so on. It's perfect for newbies to get started or bigwigs to relax.
Course Resources
- Course Website: 2024、2020
- Recordings: 2024、2020
- Textbooks: No textbook is needed in this course.
- Assignments: 2024、2020 with 12 programming labs of high quality mentioned above.
Personal Resources
All the resources and assignments used by @PKUFlyingPig in this course are maintained in PKUFlyingPig/cs50_ai - GitHub.
CS50’s Introduction to AI with Python
课程简介
- 所属大学：Harvard
- 先修要求：基本概率论 + Python 基础
- 编程语言：Python
- 课程难度：🌟🌟🌟
- 预计学时：30 小时
一门非常基础的 AI 入门课，让人眼前一亮的是 12 个设计精巧的编程作业，都会用学到的 AI 知识去实现一个简易的游戏 AI，比如用强化学习训练一个 Nim 游戏的 AI，用 alpha-beta 剪枝去扫雷等等，非常适合新手入门或者大佬休闲。
课程资源
- 课程网站：https://cs50.harvard.edu/ai/2020/
- 课程视频：https://cs50.harvard.edu/ai/2020/
- 课程教材：无
- 课程作业：https://cs50.harvard.edu/ai/2020/，12个精巧的编程作业
资源汇总
@PKUFlyingPig 在学习这门课中用到的所有资源和作业实现都汇总在 PKUFlyingPig/cs50_ai - GitHub 中。
CS50’s Introduction to AI with Python
课程简介
- 所属大学：Harvard
- 先修要求：基本概率论 + Python 基础
- 编程语言：Python
- 课程难度：🌟🌟🌟
- 预计学时：30 小时
一门非常基础的 AI 入门课，让人眼前一亮的是 12 个设计精巧的编程作业，都会用学到的 AI 知识去实现一个简易的游戏 AI，比如用强化学习训练一个 Nim 游戏的 AI，用 alpha-beta 剪枝去扫雷等等，非常适合新手入门或者大佬休闲。
课程资源
资源汇总
@PKUFlyingPig 在学习这门课中用到的所有资源和作业实现都汇总在 PKUFlyingPig/cs50_ai - GitHub 中。