https://github.com/amoshnin/harvard.python-machine.learning

📘 Harvard University - CS50's "Introduction to Artificial Intelligence with Python" course solved assignments. Files include complete source code, data & video illustrations of problem solutions
https://github.com/amoshnin/harvard.python-machine.learning

cs50 cs50ai cs50problemsets harvard-university python

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📘 Harvard University - CS50's "Introduction to Artificial Intelligence with Python" course solved assignments. Files include complete source code, data & video illustrations of problem solutions

• Host: GitHub
• URL: https://github.com/amoshnin/harvard.python-machine.learning
• Owner: amoshnin
• Created: 2021-09-04T13:09:38.000Z (about 3 years ago)
• Default Branch: master
• Last Pushed: 2021-09-06T03:22:23.000Z (about 3 years ago)
• Last Synced: 2024-05-21T05:56:37.211Z (6 months ago)
• Topics: cs50, cs50ai, cs50problemsets, harvard-university, python
• Language: Python
• Homepage: https://cs50.harvard.edu/ai/2020/
• Size: 21.7 MB
• Stars: 4
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Harvard's CS50 Course - Introduction to AI with Python

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.

## Projects index

    

        

            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

        

    

## Course info:

* __Name:__ CS50's Introduction to Artificial Intelligence with Python

* __University:__ Harvard University

* __WWW:__ https://cs50.harvard.edu/ai/2020/

## Supplementary Resources used:

* __Python for DataScience Hanbook__: https://jakevdp.github.io/PythonDataScienceHandbook/