The Future is Huge for tinyML

tinyML is a community of researchers and industry engineers focused on bringing Machine Learning capabilities to microcontroller devices.


Arm is a world leader in tinyML technology. With more than 180 billion Arm-based chips shipped, our IP, tools, and 1,100+ software partners are forging the way to help developers build billions of tiny, smart internet of things (IoT) devices. Using foundational intelligence from Arm, these devices improve insight and efficiency across markets, including consumer, medical, automotive, and industrial.


tinyML Applications


Capture insights from intelligent cameras.

  • Object Detection
  • Human Pose Estimation
  • Depth Estimation


Enable key word detection and automated speech recognition locally on the device—with no cloud required.

  • Key Word Spotting (KWS)
  • Automatic Speech Recognition (ASR)
  • Beamforming
  • Noise Suppression
  • Machine Translation


Leverage vibration to analyse signals, monitor health, predict maintenance and detect anomalies.

  • Human Activity Recognition
  • Industrial Anomaly Detection
  • Sensor Fusion
  • Motor Control
  • Predictive Failure

Related Products and Services

Software Developer Resources

Development is simple and accessible with our combination of easy-to-use software, hardware, and tools from our AI partners. Explore resources to get started.