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Deep-Learning

Deep learning basics in Python using NumPy, PyTorch, and TensorFlow/Keras: linear regression, softmax regression, multilayer perceptron, etc.

deep-learning.ipynb

This Jupyter notebook presents fully-detailed and commented examples of classic deep learning models written from scratch in NumPy and in PyTorch, and also using higher-level APIs in PyTorch and in TensorFlow/Keras, with the help of Dive into Deep Learning interactive book.

Models:

  • Linear regression
  • Softmax regression
  • Multilayer perceptron
  • ...

See Jupyter notebook viewer.

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