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Neural network implemented from scratch using Numpy and other libraries

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This Feedforward Neural Network was implemented from scratch (without the use of any existing NN library) as a project for the course in Machine Learning (ML).

Among the features implemented, there are:

  • Stochastic gradient descent
  • Various activation functions
  • Gradient computations
  • Gradient correctness checker
  • Momentum
  • L2 regularization
  • Layer Normalization
  • Dropout
  • Simple ensemble model

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Neural network implemented from scratch using Numpy and other libraries

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  • Python 100.0%