TFX Transform Component, TensorFlow, 2024 - Official guide for the TFX Transform component, detailing its functionality and integration within TFX pipelines.
TensorFlow Transform (tf.Transform), TensorFlow, 2024 - Official API documentation for the tensorflow_transform library, providing details on analyzers and mappers used in preprocessing_fn.
TFX: A TensorFlow-Based Production-Ready ML Platform, Denis Baylor, Jian Li, Jean-François Puget, Andy Honig, Ethan Snider, Kathy Lu, Clemens Mewald, Tushar Chandra, H. Verena Nguyen, Vivek Kumar, Steven Whittaker, 2017KDD '17: Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Association for Computing Machinery)DOI: 10.1145/3097983.3098006 - Introduces the TensorFlow Extended (TFX) platform, outlining its architecture and the role of components like Transform in production ML.
Machine Learning Engineering, Andriy Burkov, 2020 (True Positive Inc.) - A comprehensive guide to building and deploying machine learning systems, covering topics like feature engineering consistency and avoiding training/serving skew in production.