TensorFlow
TensorFlow is an open-source deep learning framework developed by Google for building and training machine learning models, particularly neural networks. It provides a comprehensive ecosystem of tools, libraries, and community resources to enable scalable deployment across various platforms, from research to production. Its core functionality includes dataflow graphs for numerical computation, automatic differentiation, and support for distributed computing.
Developers should learn TensorFlow when working on projects requiring robust deep learning capabilities, such as image recognition, natural language processing, or time-series forecasting, due to its extensive community support and production-ready features. It is ideal for both research prototyping and large-scale deployment in industries like healthcare, finance, and autonomous systems, offering flexibility with high-level APIs like Keras and low-level control for custom models.