uTensor is an embedded machine learning inference framework designed to run neural network models on resource-constrained devices such as microcontrollers and Internet-of-Things hardware. The project focuses on enabling TinyML deployments by translating trained machine learning models into efficient C++ code that can execute directly on embedded systems. Instead of training models on-device, the framework uses an offline workflow that converts trained TensorFlow graphs into optimized inference kernels suitable for constrained environments. This approach allows developers to build machine learning models using standard frameworks and then deploy them to devices with extremely limited memory and processing power. The runtime library is intentionally lightweight and optimized for platforms such as Arm Cortex-M microcontrollers, making it suitable for real-time edge applications.

Features

  • Lightweight machine learning inference runtime designed for microcontrollers
  • Conversion of TensorFlow models into optimized embedded C++ code
  • Offline toolchain for translating trained neural networks to device-ready kernels
  • Support for Arm Cortex-M and other embedded hardware platforms
  • Deterministic memory management for constrained edge environments
  • Integration with embedded operating systems and optimized compute libraries

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Categories

Machine Learning

License

Apache License V2.0

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Additional Project Details

Programming Language

C++

Related Categories

C++ Machine Learning Software

Registered

2026-03-12