TensorFlow

TensorFlow is an open-source machine learning framework developed by Google that provides comprehensive tools for building, training, and deploying machine learning models across various platforms and devices. The framework uses computational graphs to represent mathematical operations and supports automatic differentiation for gradient-based optimization. TensorFlow offers high-level APIs like Keras for rapid prototyping and low-level APIs for custom model development. Key features include distributed training capabilities, hardware acceleration support for GPUs and TPUs, mobile deployment through TensorFlow Lite, and web deployment via TensorFlow.js. The platform supports diverse machine learning tasks including deep learning, natural language processing, computer vision, and reinforcement learning. TensorFlow’s ecosystem includes TensorBoard for visualization, TensorFlow Serving for production deployment, and TensorFlow Extended (TFX) for end-to-end ML pipelines. Its extensive community, comprehensive documentation, and production-ready tools make it a leading choice for enterprise AI applications and research implementations.