Machine Learning on Arm

Artificial Intelligence (AI) unleashes a new wave of innovation, powering new applications and business models in multiple markets. The Arm hardware and software technologies ecosystem enables the development of intelligent, distributed, heterogeneous, and secure solutions.

Project Trillium

Project Trillium, Arm’s Machine Learning (ML) platform, enables a new era of advanced, ultra-efficient inference at the edge. Specifically designed for ML and neural network (NN) capabilities, the architecture is versatile enough to scale to any device, from IoT to connected cars and servers.

Dev Day 

Learn about some of the key building blocks needed to develop intelligent machines.

Dev Day on demand

Arm Cortex-A Series

The Arm Cortex-A series of applications processors provide a range of solutions for devices undertaking complex compute tasks.
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Arm Cortex-R Series

The Arm Cortex-R series provides a range of processors optimized for high performance, hard real-time applications.
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Arm Cortex-M Series

The Arm Cortex-M series contains the smallest/lowest power processors build by Arm, optimized for discrete processing and microcontrollers.
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Arm Ethos-N processors

The Arm Ethos-N processor series delivers the highest throughput and efficiency in the lowest area for ML inference from cloud to edge to endpoint.
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Arm NN

Arm NN translates existing neural network frameworks, allowing them to run efficiently across Arm Cortex CPUs, Arm Mali GPUs, and Arm Ethos NPUs.
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Arm Compute Library

The Arm Compute Library is a collection of low-level functions optimized for Arm Cortex-A CPUs and Arm Mali GPUs, targeting computer vision and ML.
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Be part of our ecosystem

We are growing our partnerships for machine learning solutions and would love for you to be a part of it. Get in touch with us to learn more and start promoting your solutions here.

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Life-changing asthma care

One in 12 people suffer from asthma. The Arm-powered Amiko Respiro uses machine learning to make treating and living with the condition easier.


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A cure for loneliness

Half of all elderly adults living alone report suffering from loneliness. Intuition Robotics’ social robot, ElliQ, uses machine learning and cloud robotics to encourage an active and engaged lifestyle.


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Cough monitor

Hundreds of millions of people worldwide live with chronic respiratory disorders. The Quvium Sonasure cough monitor uses machine learning to track early symptoms, inform treatment plans, and send alerts if emergency action is needed.

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Developer material

Arm is creating the tools you need to bring your best solutions to market. Find out more below.

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How-to guides

Learn to develop machine learning applications using Arm-based products and tools with our how-to guides.

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Webinars

Discover tips and techniques for your Arm-based machine learning projects with our growing bank of webinars.

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White papers

To learn more about machine learning on Arm, see our range of available white papers and research papers.

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Community Blogs

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Sparse Architecture Search (SpArSe): Democratizing and Enabling TinyML on…

Microcontrollers (MCUs) are the ubiquitous computer of our time, being tiny, cheap, and low power. Often powered by using solar cell, they are in your watch, fridge, and your car will contain about thirty. On average, each household will subsume…

4 days ago by Igor Fedorov
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Data Science Africa: Changing Lives Through Technology

Data Science Africa (DSA) helps people and communities use applied ML and data science to tackle problems that directly affect them

6 days ago by Karl Fezer
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Skipping RNN State-updates Without Retraining the Original Model

Recurrent Neural Networks (RNNs) are used in tasks where the strict order of the input conveys certain information, and so are classed as an important algorithm. These networks are being deployed on resource constrained devices with limited cache and…

11 days ago by Urmish Thakker
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Collaboration Case Study: Machine Learning Hardware with Harvard University

University engagements play a significant role in our partnerships at Arm Research, helping us extend our reach and build understanding of technologies as they emerge. Harvard University is one of those partners, collaborating with us on Machine…

18 days ago by Paul Whatmough
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Arm AIoT Dev Summit: 10 things you don’t want to miss

Join the first Arm AIoT Dev Summit, 2 - 3 December in Mountain View, California to learn about today's breakthrough technologies in AI, IoT and robotics. Read this blog to discover what to expect from the event.

29 days ago by Alessandro Grande
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Using Arm v8 for Vision at the Edge

Read about the work to maximize performance using the Arm v8 architecture. Specifically, by taking advantage of the NEON (DSP instruction) and a Floating-Point Unit (FPU).

1 months ago by Mary Bennion

Community Forums

Answered [ARM NN on Raspberry PI] libarmnn.so: undefined reference to `powf@GLIBC_2.27'
  • Raspberry Pi
  • Neural Network
  • TensorFlow
 0 votes 4319 views 7 replies Latest 3 months ago by aggado7 Answer this
Answered how to add api to arm
  • api
 0 votes 2187 views 3 replies Latest 5 months ago by Evano Answer this
Answered Save tensorflow model for ArmNN
  • Machine Learning (ML)
  • TensorFlow
  • Arm NN
 0 votes 2070 views 3 replies Latest 5 months ago by GeraldK Answer this
Answered ARM NN with ONNX Parser
  • Neural Network
  • Compilers
 0 votes 1905 views 2 replies Latest 7 months ago by Anto85 Answer this
Answered ARM NN build failed when linking libarm_compute_core-static.a
  • Cortex-A53
  • Arm NN
  • Arm Compute Library (ACL)
  • SIMD and Vector Execution
 0 votes 2866 views 3 replies Latest 1 years ago by Jason Andrews Answer this
Answered Matrix Multiplication Example in Arm Compute Library
  • Arm Compute Library (ACL)
 0 votes 5579 views 3 replies Latest 2 years ago by cdicker Answer this
Answered [ARM NN on Raspberry PI] libarmnn.so: undefined reference to `powf@GLIBC_2.27' Latest 3 months ago by aggado7 7 replies 4319 views
Answered how to add api to arm Latest 5 months ago by Evano 3 replies 2187 views
Answered Save tensorflow model for ArmNN Latest 5 months ago by GeraldK 3 replies 2070 views
Answered ARM NN with ONNX Parser Latest 7 months ago by Anto85 2 replies 1905 views
Answered ARM NN build failed when linking libarm_compute_core-static.a Latest 1 years ago by Jason Andrews 3 replies 2866 views
Answered Matrix Multiplication Example in Arm Compute Library Latest 2 years ago by cdicker 3 replies 5579 views