Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.
Awesome Lists | Featured Topics | Projects
https://github.com/nchinling/cs50ai

Last synced: about 1 month ago
JSON representation
Host: GitHub
URL: https://github.com/nchinling/cs50ai
Owner: nchinling
Created: 2023-11-06T01:48:56.000Z (over 1 year ago)
Default Branch: main
Last Pushed: 2024-03-08T06:24:05.000Z (11 months ago)
Last Synced: 2024-11-11T18:09:54.122Z (3 months ago)
Language: Python
Size: 20.8 MB
Stars: 1
Watchers: 1
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md
Awesome Lists containing this project

README

        # CS50's Introduction to Artificial Intelligence with Python

This repository contains solutions to the CS50 AI projects. 

## 📖 Table of Contents

| Week                                           | Lecture                                         | Concept                                                                                                      | Source Code                                    | Description                                                                                                                                       |

| ---------------------------------------------- | ----------------------------------------------- | ------------------------------------------------------------------------------------------------------------ | ---------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- |

| [0](https://cs50.harvard.edu/ai/2020/weeks/0/) | [Search](https://youtu.be/WbzNRTTrX0g)          | [BFS](https://cs50.harvard.edu/ai/2020/notes/0/#breadth-first-search)                                        | [Degrees](lec0/degrees/degrees.py)             | [Determine how many “degrees of separation” apart two actors are.](https://cs50.harvard.edu/ai/2020/projects/0/degrees/)                          |

| [0](https://cs50.harvard.edu/ai/2020/weeks/0/) | [Search](https://youtu.be/WbzNRTTrX0g)          | [Minimax](https://cs50.harvard.edu/ai/2020/notes/0/#minimax)                                                 | [Tic-Tac-Toe](lec0/tictactoe/tictactoe.py)     | [Implement an AI to play Tic-Tac-Toe optimally.](https://cs50.harvard.edu/ai/2020/projects/0/tictactoe/)                                          |

| [1](https://cs50.harvard.edu/ai/2020/weeks/1/) | [Knowledge](https://youtu.be/HWQLez87vqM)       | [Model Checking](https://cs50.harvard.edu/ai/2020/notes/1/#inference)                                        | [Knights](lec1/knights/puzzle.py)              | [Solve the "Knights and Knaves" puzzles using AI.](https://cs50.harvard.edu/ai/2020/projects/1/knights/)                                          |

| [1](https://cs50.harvard.edu/ai/2020/weeks/1/) | [Knowledge](https://youtu.be/HWQLez87vqM)       | [Knowledge Engineering](https://cs50.harvard.edu/ai/2020/notes/1/#knowledge-engineering)                     | [Minesweeper](lec1/minesweeper/minesweeper.py) | [Implement an AI to play Minesweeper optimally.](https://cs50.harvard.edu/ai/2020/projects/1/minesweeper/)                                        |

| [2](https://cs50.harvard.edu/ai/2020/weeks/2/) | [Uncertainty](https://youtu.be/D8RRq3TbtHU)     | [Bayesian Networks](https://cs50.harvard.edu/ai/2020/notes/2/#bayesian-networks)                             | [Heredity](lec2/heredity/heredity.py)          | [Write an AI to assess the likelihood that a person will have a particular genetic trait.](https://cs50.harvard.edu/ai/2020/projects/2/heredity/) |

| [2](https://cs50.harvard.edu/ai/2020/weeks/2/) | [Uncertainty](https://youtu.be/D8RRq3TbtHU)     | [Markov Models](https://cs50.harvard.edu/ai/2020/notes/2/#markov-models)                                     | [PageRank](lec2/pagerank/pagerank.py)          | [Write an AI to rank web pages by importance.](https://cs50.harvard.edu/ai/2020/projects/2/pagerank/)                                             |

| [3](https://cs50.harvard.edu/ai/2020/weeks/3/) | [Optimization](https://youtu.be/qK46ET1xk2A)    | [Constraint Satisfaction](https://cs50.harvard.edu/ai/2020/notes/3/#constraint-satisfaction)                 | [Crossword](lec3/crossword/generate.py)        | [Write an AI to generate crossword puzzles.](https://cs50.harvard.edu/ai/2020/projects/3/crossword/)                                              |

| [4](https://cs50.harvard.edu/ai/2020/weeks/4/) | [Learning](https://youtu.be/-g0iJjnO2_w)        | [Nearest-Neighbor Classification](https://cs50.harvard.edu/ai/2020/notes/4/#nearest-neighbor-classification) | [Shopping](lec4/shopping/shopping.py)          | [Write an AI to predict whether online shopping customers will complete a purchase.](https://cs50.harvard.edu/ai/2020/projects/4/shopping/)       |

| [4](https://cs50.harvard.edu/ai/2020/weeks/4/) | [Learning](https://youtu.be/-g0iJjnO2_w)        | [Reinforcement Learning](https://cs50.harvard.edu/ai/2020/notes/4/#reinforcement-learning)                   | [Nim](lec4/nim/nim.py)                         | [Write an AI that teaches itself to play Nim through reinforcement learning.](https://cs50.harvard.edu/ai/2020/projects/4/nim/)                   |

| [5](https://cs50.harvard.edu/ai/2020/weeks/5/) | [Neural Networks](https://youtu.be/J1QD9hLDEDY) | [Convolutional Neural Networks](https://cs50.harvard.edu/ai/2020/notes/5/#convolutional-neural-networks)     | [Traffic](lec5/traffic/traffic.py)             | [Write an AI to identify which traffic sign appears in a photograph.](https://cs50.harvard.edu/ai/2020/projects/5/traffic/)                       |

| [6](https://cs50.harvard.edu/ai/2020/weeks/6/) | [Language](https://youtu.be/55tRetTTrdQ)        | [Context Free Grammar](https://cs50.harvard.edu/ai/2020/notes/6/#context-free-grammar)                       | [Parser](lec6/parser/parser.py)                | [Write an AI to parse sentences and extract noun phrases.](https://cs50.harvard.edu/ai/2020/projects/6/parser/)                                   |

| [6](https://cs50.harvard.edu/ai/2020/weeks/6/) | [Language](https://youtu.be/55tRetTTrdQ)        | [Attention](https://cs50.harvard.edu/ai/2024/notes/6/)                                                   | [Attention](https://cs50.harvard.edu/ai/2024/weeks/6/)       | [Write an AI to predict a masked word in a text sequence.](https://cs50.harvard.edu/ai/2024/projects/6/attention/)                                                        |