TensorFlow/Keras Basics

Summary

Google's deep learning framework, with Keras as its high-level API — dominant in production/mobile deployment contexts, useful to know even if PyTorch is your primary tool.

How to Learn This

1Build the same small network in Keras that you built in PyTorch, to compare APIs.
2Learn the Sequential vs. Functional API in Keras.
3Understand where TensorFlow/Keras is commonly chosen over PyTorch (mobile, TF Serving).

PyTorch Basics

Batch Normalization

More topics in Deep Learning Foundations

Neural Network Basics Perceptrons Activation Functions Forward & Backward Propagation Loss Functions Gradient Descent Variants (SGD, Adam)PyTorch Basics Batch Normalization Dropout & Regularization in DL GPUs & CUDA Basics

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