What is TensorFlow?

TensorFlow, an open-source machine learning framework developed by Google, simplifies the implementation of machine learning models across various applications such as natural language processing, computer vision, and deep neural networks. It is supported by a robust community and provides extensive resources, including guides, tutorials, and examples that help users build and deploy machine learning applications effectively. TensorFlow can be utilized directly or through wrapper libraries in languages like Python and JavaScript, facilitating deployment across diverse environments like the cloud, on-premises, browsers, and edge devices. The framework's versatility is demonstrated through various example guides that cover a range of machine learning models and deployment methods, as highlighted by Roboflow's use of TensorFlow.js for real-time inference via JavaScript.