Paddle OCR

Here are a chapter notebooks for Deep Learning with PyTorch, E. Stevens et al (2020) (github). The notebooks I created below are optimized for Google Colab, and are slightly more complete than the nodebooks available in the book gitlab repo:

• Chap 3 notebook - PyTorch Tensors
• Chap 5 notebook - The Mechanics of Learning
• Chap 6 notebook - Using the Neural Network to Fit the Data
• Chap 7 notebook - Telling Birds from Airplanes: Linear Learning from Images
• Chap 8 notebook - Telling Birds from Airplanes: Using Convolutions to Generalize (Accuracy: train 0.93, val 0.90)
  • Model Width (Accuracy: train 0.98, val 0.89)
  • Model Regularization (Accuracy: train 0.90, val 0.87)
  • Model Dropout (Accuracy: train 0.92, val 0.89)
  • Model Batch Normalization (Accuracy: train 1.00, val 0.88)
  • All optimizations