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ai-samples

  1. DecisionTreeAssignment: Binary classifier using decision tree ID3 algorithm on synthetic datasets. Demonstrates knowledge of AI algorithms and training process.
  2. NeuralNetworkAssignment: Binary classifier using a feed-forward neural network written from scratch. Determines whether an image of a handwritten character is 0 or 1 using MNIST handwriting database. Demonstrates knowledge of AI algorithms and training process.
  3. RNNAssignment: Text generator using a recurrent neural network written with PyTorch. Generates text based on Shakespeare data file. Demonstrates knowledge of AI architecture, popular AI frameworks, and training process.
  4. CNNAssignment: Image classifier using a convolutional neural network written with PyTorch. Determines the breed of a dog from an image. Demonstrates knowledge of AI architecture, popular AI frameworks, and training process.

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