TensorFlow AI is an open-source machine learning framework that is developed by Google. It offers a suite of tools and services to help with the development, deployment, and management of Artificial Intelligence models. This includes deep learning, computer vision, NLP, and more.
TensorFlow allows developers to build and train neural networks that are the building blocks for AI tasks. It makes the process of defining, training, and evaluating neural network models easier with the help of a high-level API called Keras. TensorFlow also supports deep learning which involves training models with multiple layers of artificial neurons. This helps models in tasks such as image and speech recognition, natural language understanding, and generative modeling.
TensorFlow provides a flexible framework for training and optimizing AI Models that support various optimization algorithms, backpropagation, etc. TensorFlow comes with a repository that hosts pre-trained models, model components, and embeddings called TensorFlow Hub that the developers can use to accelerate the model development, transfer learning, and access models for various tasks.
TensorFlow also has a lightweight version called TensorFlow Light that is designed for mobile and embedded devices. This allows for deployment on edge devices, enables AI inference directly on smartphones, IoT devices, and other platforms. There is a provision to run TensorFlow directly on web browsers or on Node.js servers with the help of TensorFlow.js which is a JavaScript library. This enables the integration of AI capabilities into web applications.