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What is Edge Impulse?
Edge Impulse is a comprehensive development platform for building and deploying machine learning models to edge devices. It supports a wide range of hardware, from microcontrollers to GPUs, and offers tools for every stage of the edge AI workflow, including data collection, feature engineering, model training, and deployment. The platform is designed to accelerate product development and reduce time to market, enabling businesses to unlock the potential of sensor data and deploy AI solutions in various industries.
Edge Impulse simplifies the process of developing edge AI applications by handling tedious repetitive steps and removing complexities. It is built for product leaders, AI practioners, embedded engineers and OEMs, and is designed to be scalable and agnostic.
Features
- Sensor datasets: Tools and support to unlock sensor data.
- Feature engineering: Automated and customizable tools.
- Model optimization: EON Tuner and EON Compiler to optimize model performance for specific hardware.
- Algorithms: FOMO, GMM Anomaly Detection, Classical ML, and Visual Anomaly Detection.
- Computer Vision: NVIDIA Integrations and specialized solutions.
- GenAI Synthetic Data Generation: Create synthetic data for images, voice, and sound.
- AI Labeling: Automated assistance with data labeling.
- Data Explorer: Tools and support for visualizing data.
- Data Pipelines: Streamline data ingestion and management. (Data sources limited only within project)
- Custom ML Blocks: Flexibility to integrate custom machine learning components.
Use Cases
- Asset tracking & monitoring
- Predictive maintenance
- Human interfaces
- Machine downtime reduction
- Quality control in manufacturing
- Smart city intersections
- Infrastructure inspection (bridges, roads)
- Vehicle performance and safety monitoring
- Railway safety and security
FAQs
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What types of devices does Edge Impulse support?
Edge Impulse supports a wide variety of devices, including MCUs, NPUs, CPUs, GPUs, gateways, sensors, cameras, and Docker containers. -
What industries can benefit from Edge Impulse?
Edge Impulse offers solutions for various industries, such as appliances, buildings, health, industry, infrastructure and wearables. -
What is the EON Compiler?
The EON Compiler is an industry-leading edge AI compiler that reduces RAM footprint by up to 70%.
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