My assignments for CS50's Introduction to Artificial Intelligence with Python.
Outcomes: CS50's Introduction to Artificial Intelligence with Python allowed be to explore the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation.
| Theme | Project | Description | AI concept | Demo |
|---|---|---|---|---|
| Search | Degrees | Discover it how many "degress of separation" apart two actors are. | Breadth First Search | Video Theory |
| Tic tac toe | Play tic-tac-toe against an AI that plays optimally. | Minimax Algorithm | Video Theory | |
| Knowledge | Knights | A program to solve logic puzzles. | Propositional Logic | Video Theory |
| Minesweeper | Play minesweeper or let the AI play for you. | Propositional Logic | Video Theory | |
| Uncertainty | Pagerank | Determine a rough estimate of website importance (ranking) | PageRank algorithm created by Google's CoFounders | Theory |
| Heredity | Bayesian Network of genes for inferring probability distribution for each person’s genes & probability distribution for whether person will exhibit the trait in question | Probability theory: Probability distribution and Joint Probability | Theory | |
| Optimization | Crossword | Generating a crossword puzzle | Modelled as constraint satisfaction problem | Theory |
| Learning | Shopping | Determining the likelihood of a user making a purchase on a website | Nearest-neighbor classifier | Theory |
| Nim | Learning best strategy for playing Nim with more than one pile | Reinforcment Learning AI | Theory | |
| Neural Networks | Traffic | Neural networks for road signs classification (useful for self-driving cars) using GTSRB | Computer Vision with Neural Networks (Tensorflow) | Theory |
| Language | Parser | Determining the structure of a sentence by parsing for information/meaning extraction | Context-free grammar formalism | Theory |
| Questions | Perform Question Answering (QA) with document retrieval and passage retrieval tasks | Document ranking by TF-IDF and passges scoring by query term density measure metric | Theory |
- Name: CS50's Introduction to Artificial Intelligence with Python
- University: Harvard University
- WWW: https://cs50.harvard.edu/ai/2020/
- Python for DataScience Hanbook: https://jakevdp.github.io/PythonDataScienceHandbook/