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TensorFlow is an open-source library developed by Google Brain that provides data scientists and software engineers with a range of tools to aid in building, training, and working with deep learning models. It streamlines the process of developing and training machine learning models, but requires a learning curve with adept knowledge of machine learning concepts and techniques. TensorFlow is capable of creating advanced analytics applications and can be used to develop large-scale neural networks. It also features voice and image recognition technology for dealing with real-world scenarios.