Better performance with the tf.data API, TensorFlow Authors, 2024 - This official guide provides comprehensive strategies and examples for optimizing input pipelines using tf.data, covering all the core transformations and best practices.
Profile TensorFlow performance with the TensorFlow Profiler, TensorFlow Authors, 2024 - An official guide explaining how to set up and interpret the TensorFlow Profiler, valuable for diagnosing performance bottlenecks, including those in tf.data pipelines.
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, Aurélien Géron, 2022 (O'Reilly Media) - A practical book that provides detailed explanations and examples for building and optimizing TensorFlow pipelines, offering hands-on guidance for many of the techniques discussed.