Deep Learning with PyTorch

This repo contains notebooks and related code for Udacity's Deep Learning with PyTorch lesson. This lesson appears in our AI Programming with Python Nanodegree program.

Part 1: Introduction to PyTorch and using tensors
Part 2: Building fully-connected neural networks with PyTorch
Part 3: How to train a fully-connected network with backpropagation on MNIST
Part 4: Exercise - train a neural network on Fashion-MNIST
Part 5: Using a trained network for making predictions and validating networks
Part 6: How to save and load trained models
Part 7: Load image data with torchvision, also data augmentation
Part 8: Use transfer learning to train a state-of-the-art image classifier for dogs and cats

Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
__pycache__		__pycache__
assets		assets
Part 1 - Tensors in PyTorch (Exercises).ipynb		Part 1 - Tensors in PyTorch (Exercises).ipynb
Part 1 - Tensors in PyTorch (Solution).ipynb		Part 1 - Tensors in PyTorch (Solution).ipynb
Part 2 - Neural Networks in PyTorch (Exercises).ipynb		Part 2 - Neural Networks in PyTorch (Exercises).ipynb
Part 2 - Neural Networks in PyTorch (Solution).ipynb		Part 2 - Neural Networks in PyTorch (Solution).ipynb
Part 3 - Training Neural Networks (Exercises).ipynb		Part 3 - Training Neural Networks (Exercises).ipynb
Part 3 - Training Neural Networks (Solution).ipynb		Part 3 - Training Neural Networks (Solution).ipynb
Part 4 - Fashion-MNIST (Exercises).ipynb		Part 4 - Fashion-MNIST (Exercises).ipynb
Part 4 - Fashion-MNIST (Solution).ipynb		Part 4 - Fashion-MNIST (Solution).ipynb
Part 5 - Inference and Validation (Exercises).ipynb		Part 5 - Inference and Validation (Exercises).ipynb
Part 5 - Inference and Validation (Solution).ipynb		Part 5 - Inference and Validation (Solution).ipynb
Part 6 - Saving and Loading Models.ipynb		Part 6 - Saving and Loading Models.ipynb
Part 7 - Loading Image Data (Exercises).ipynb		Part 7 - Loading Image Data (Exercises).ipynb
Part 7 - Loading Image Data (Solution).ipynb		Part 7 - Loading Image Data (Solution).ipynb
Part 8 - Transfer Learning (Exercises).ipynb		Part 8 - Transfer Learning (Exercises).ipynb
Part 8 - Transfer Learning (Solution).ipynb		Part 8 - Transfer Learning (Solution).ipynb
README.md		README.md
checkpoint.pth		checkpoint.pth
fc_model.py		fc_model.py
helper.py		helper.py

ericdain/Udacity_MLnano_DL_PyTorchIntro

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Deep Learning with PyTorch

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