Deep learning basics in Python using NumPy, PyTorch, and TensorFlow/Keras: linear regression, softmax regression, multilayer perceptron, etc.
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
- ...
- Zafar Rafii
- http://zafarrafii.com/
- CV
- GitHub
- Google Scholar