SensiML
AI Software Tools for the Intelligent IoT.
Overview
SensiML provides an AutoML software suite that automates the development of machine learning models for IoT edge devices. The platform is designed for processing time-series sensor data and generating highly efficient inference code for microcontrollers. It enables developers without deep data science expertise to build complex AI models for applications like predictive maintenance, activity recognition, and audio analysis.
β¨ Key Features
- AutoML for time-series sensor data
- Data collection and labeling tools
- Automated feature engineering and model selection
- Generates optimized C-code for specific MCUs
- Supports a wide range of sensors (IMU, audio, environmental)
π― Key Differentiators
- Focus on AutoML for time-series sensor data
- Automated feature engineering
- Generates highly optimized code for specific hardware targets
Unique Value: Enables developers to rapidly create highly optimized AI sensor algorithms for embedded devices without extensive ML expertise.
π― Use Cases (4)
β Best For
- Detecting anomalies in industrial machinery based on vibration data
- Classifying human activities from wearable sensor data
- Recognizing specific sound events for smart home applications
π‘ Check With Vendor
Verify these considerations match your specific requirements:
- Computer vision applications
- Deployment on powerful CPUs or GPUs
π Alternatives
Automates more of the feature engineering and model creation process compared to platforms that require more manual ML development.
π» Platforms
β Offline Mode Available
π Integrations
π Support Options
- β Email Support
- β Dedicated Support (Enterprise tier)
π Compliance & Security
π° Pricing
β 14-day free trial
Free tier: Community Edition with limited features and projects.
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