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Read This Before Building Custom Keras Layers & Models - Stanley - Sep 29, 2025 Read This Before Building Custom Keras Layers & Models This article is a practical tour of Keras internals. It shows how to write custom Layers (with trainable and non-trainable weights), lazily create weights in build(), compose layers into reusable blocks, and register auxiliary losses via add_loss(). It covers serialization (get_config/from_config), privileged training and mask args, and when to use Model vs Layer. It ends with an end-to-end Variational Autoencoder on MNIST—implemented as nested, serializable layers, trained via both a custom loop and model.fit(). https://hackernoon.com/read-this-before-building-custom-keras-layers-and-models?source=rss