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michalinabijak/numpy_algorithms

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Numpy imnplementation of a couple of ML Algorithms

  • kNN
  • 3 Layer MLP (ReLU & Softmax activations), Cross-Entropy Loss
  • Least Squares
  • Winnow
  • One-vs-One and One-vs-All Kernel Perceptron

Additional Functions

  • random train/test split
  • Cross Validation
  • Gram Matrix (for polynomial and Gaussian kernels)

TODO: change output type from error rate to prediction

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Numpy from-scratch implementation of ML Algorithms: Kernel Perceptron, kNN, MLP, and more

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