Machine Learning Made Faster, More Efficient
A key subset or application of AI is Machine Learning. Most machine learning today is processed on Arm CPUs, and we continuously release new efficiency and power improvements that allow ML models to run on even the smallest endpoint devices and sensors. Arm machine learning solutions combine hardware IP, software and an AI platform to help you build the next generation of innovative, portable AI applications for the cloud, edge, and endpoint.
Machine Learning Applications for Smarter, More Energy Efficient Devices and Apps
Today’s most disruptive organizations leverage Arm machine learning technologies to quickly and easily integrate new features across a wide range of use cases. Solutions equipped with intelligent vision, voice, and vibration capabilities have the power to advance entire industries.
Vision
Deliver immersive visuals and capture insights from intelligent cameras.
- Image Classification
- Object Detection
- Image Segmentation
- Super Resolution
- Human Pose Estimation
- Face Recognition
- Depth Estimation
Voice
Enable key word detection and automated speech recognition locally on the device—with no cloud required.
- Key Word Spotting (KWS)
- Automatic Speech Recognition (ASR)
- Natural Language Processing (NLP)
- Beamforming
- Noise Suppression
- Machine Translation
- Speech Synthesis
Vibration
Leverage vibration to analyse signals, monitor health, predict maintenance and detect anomalies.
- Human Activity Recognition
- Cardiac Abnormality Detection (ECG)
- Industrial Anomaly Detection
- Sensor Fusion
- Motor Control
- Predictive Failure
Machine Learning for Every Industry
Through our vast ecosystem, Arm already powers a wide range of devices and applications that rely on ML at the network edge and endpoints. By adding ML capabilities to processor technology, Arm is helping devices and applications become even smarter, more energy efficient, and more affordable. The result is transforming business models across a range of markets, from the edge to the enterprise.
Emotion3D’s In-Cabin Monitoring Software Sets New Driving Safety Standards
Find out how emotion3D uses Arm CPUs to create AI-powered software to make our driving experience safer.
Ignitarium Delivers Real-time Noise Suppression
See how Arm technology drives Ignitarium’s AI-based real-time noise suppression software.
Quvium Cough Monitor Improves Respiratory Care
Quvium developed the Sonasure cough monitor based on an Arm Cortex-M processor for its low-power processing and ML capabilities.
Arm AI Platform: The Comprehensive Solution for Your AI Initiatives
The Arm AI Platform enables ultra-efficient machine learning, scalable AI and neural network functionality at every point of the performance curve. It provides a total machine learning solution that includes IP, software, tools, a vast ecosystem, and end-to-end security enablement.
This comprehensive, heterogeneous compute platform will bring your most innovative ideas to life.
Machine Learning Starts with Arm CPUs
As AI compute moves from the cloud to where the data is gathered, Arm CPU and MCU technologies are already handling the majority of AI and ML workloads at the edge and endpoints. The CPU is central to all AI systems, whether it’s handling the AI entirely or partnering with a co-processor, such as a GPU or an NPU for certain tasks.
What’s Powering Artificial Intelligence
Machine Learning is the rapidly evolving, core component of AI. After years of focusing on centralized compute farms in the cloud, developers are now looking to improve performance and balance ML functionality with security and costs. Machine learning at the edge may be the answer.
Processors Designed and Optimized for Machine Learning
Ethos NPUs are used in conjunction with any of the Cortex CPUs and GPUs below. To select the best combination for your project, you must balance product functionality, cost, scalability and performance requirements.
Ethos NPU Processors: Optimized for Machine Learning
Arm’s Ethos NPU performance and efficiency takes machine learning to the next level. Enhanced processing capabilities support the development of applications that enable true digital immersion and extends machine learning to augmented reality-based applications, HD security cameras, smart home-hubs, and DTV. Ethos NPUs are key to delivering new features and user experiences.
Cortex-A CPUs
Arm Cortex-A processors provide ultimate performance at optimal power for the most complex compute tasks. Cortex A processors support all programming frameworks and languages and are ideally suited for vision systems.
Cortex-M CPUs
Cortex-M processors provide low-latency and a highly deterministic operation optimized for cost and energy-efficient microcontrollers found in everyday consumer devices.
Mali GPUs
Mali GPUs offer diverse, scalable graphics and compute solutions for low-power to high-performance smartphones, tablets, and DTVs.
Neoverse
The Neoverse product family enables next-gen infrastructure products with the broadest range of systems, from power constrained to high-performance compute workloads.
Talk with an Expert
With so many applications for artificial intelligence emerging, it can be difficult to know where to start. Talk to an Arm expert about the right machine learning solution for your AI project.
Machine Learning Resources
AI Virtual Tech Talks
AI Solutions
Machine Learning
- Accelerate Machine Learning Using Compute Library and HiKey 960
- Living on the Edge: Why On-Device ML is Here to Stay
Glossary
AI Applications
- Arm NN: Build and Run ML Apps Seamlessly on Mobile and Embedded Devices
- Optimizing Machine Learning Workloads on Power-efficient Devices
Case Study
Arm Machine Learning Research