{"categories":[{"label":"Software Development","url":"https://skillfed.io/packages/category/software-development/3"},{"label":"Libraries","url":"https://skillfed.io/packages/category/software-development-libraries/3"},{"label":"Scientific/Engineering","url":"https://skillfed.io/packages/category/scientific-engineering/2"},{"label":"Python Modules","url":"https://skillfed.io/packages/category/software-development-libraries-python-modules/5"},{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/2"},{"label":"Mathematics","url":"https://skillfed.io/packages/category/scientific-engineering-mathematics"}],"enrichment":{"capability":"TF-Keras is the pure-TensorFlow implementation of Keras, providing a high-level API for building and training deep learning models with TensorFlow as the backend.","skillfed_tags":["deep-learning","neural-networks","tensorflow-native"],"use_cases":["Build and train sequential or functional neural network models for image classification, NLP, or regression tasks.","Rapidly prototype deep learning models using high-level Keras layers and pre-built components.","Fine-tune pre-trained models or transfer learning workflows within a TensorFlow ecosystem.","Define custom layers and loss functions for specialized deep learning research or production systems."],"what_it_does":"TF-Keras is the TensorFlow-native implementation of Keras, descended from the legacy `tf.keras` codebase. It provides a high-level, user-friendly API for defining, training, and evaluating deep neural networks using TensorFlow as the computational backend. The package includes layers, optimizers, loss functions, and utilities for building models ranging from simple sequential architectures to complex custom networks.\n\nUnlike the newer Keras 3 (multi-backend implementation supporting JAX, PyTorch, and TensorFlow), TF-Keras is specifically optimized for TensorFlow workflows. It is production-stable and actively maintained, making it suitable for projects where TensorFlow is the primary or exclusive deep learning framework.","worth_installing":"Yes, if you are committed to TensorFlow-based deep learning. TF-Keras is production-stable, actively maintained, has low install friction, and carries a permissive Apache 2.0 license. No known vulnerabilities. Install it as the standard Keras API for TensorFlow projects; consider Keras 3 only if you need multi-backend flexibility."},"id":"tf-keras","links":{"html":"https://skillfed.io/packages/tf-keras","md":"https://skillfed.io/packages/tf-keras.md","pypi":"https://pypi.org/project/tf-keras/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-03-18","license_spdx":null,"license_treatment":"permissive","name":"tf-keras","python_support":"supports_current","summary":"Deep learning for humans."},"popularity":{"monthly_downloads":3930621,"position":2447,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"2.21.0"}