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05 — Deep Learning

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Neural networks in production practice: PyTorch, TensorFlow, and Keras.

Scope

Cheat sheets for building, training, and optimizing deep learning models. Classical ML belongs to 04-Machine-Learning; GPU topics to 29-Hardware-GPU.

Planned Cheat Sheets

  • PyTorch Essentials — tensors, autograd, nn.Module, training loops
  • TensorFlow & Keras Essentials — models, layers, callbacks
  • Training & Optimization — schedulers, regularization, mixed precision

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