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MachineLearning

This repository is simply a collection of a few of my experiments with AI.

It includes the following:

  • A perceptron with hill climbing and gradient descent
  • A basic Feedforward Nerual Network with genetics and gradient descent
  • Flappy Bird AI implemented with Genetic Learning on my feedforward neural net
  • A TicTacToe AI implemented with a Minimax tree
  • A Connect4 AI implemented with a Minimax tree with Alpha Beta pruning and monte-carlo tree search on the value
  • A Checkers AI implemented with a Minimax tree with Alpha Beta pruning a feed forward value Neural Network which is trained from monte-carlo tree search
  • A Markov Chain which can analyze scripts or books and then recreate stories from said scripts (including some sample Game of Thrones scripts).
  • A genetic algorithm which tries to replicate a source image using only non-overlapping triangles and quads.
    • ->

Projects I have finished but are not included in this repository for different reasons:

  • A Snake AI that plays in a 20x20 board and is trained with a Feed Forward Neural Network by taking in two 1x10 slices of the board around it's head as inputs

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