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Convolutional Neural Nets Explained and Implemented in Python - PyTorch
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- 1 Intro
- 2 What Makes a Convolutional Neural Network
- 3 Image preprocessing for CNNs
- 4 Common components of a CNN
- 5 Components: pooling layers
- 6 Building the CNN with PyTorch
- 7 Notable CNNs
- 8 Implementation of CNNs
- 9 Image Preprocessing for CNNs
- 10 How to normalize images for CNN input
- 11 Image preprocessing pipeline with pytorch
- 12 Pytorch data loading pipeline for CNNs
- 13 Building the CNN with PyTorch
- 14 CNN training parameters
- 15 CNN training loop
- 16 Using PyTorch CNN for inference
