Deploy machine learning models on mobile and IoT devices

TensorFlow Lite is an open source deep learning framework for on-device inference.

Guides explain the concepts and components of TensorFlow Lite.

Explore TensorFlow Lite Android and iOS apps.

Easily deploy pre-trained models.

Pick a new model or retrain an existing one.

Convert a TensorFlow model into a compressed flat buffer with the TensorFlow Lite Converter.

Take the compressed .tflite file and load it into a mobile or embedded device.

Quantize by converting 32-bit floats to more efficient 8-bit integers or run on GPU.

Identify hundreds of objects, including people, activities, animals, plants, and places.

Detect multiple objects with bounding boxes. Yes, dogs and cats too.

Generate reply suggestions to input conversational chat messages.

How it works