SensiML Analytics Toolkit: An End-to-End Workflow for AI/ML at the IoT Edge
SensiML Analytics Toolkit consists of two primary applications that work in unison to streamline the process of building ML model code for the IoT edge node. Together these tools support collecting and labeling sensor data and processing the resulting dataset to construct optimized embedded code that extracts insight from raw sensor data.
SensiML Data Studio
A PC client application (Windows OS) that automates the ML dataset development steps as required to create an accurate train/test dataset for model building.SensiML Analytics Studio
A browser-based application that utilizes SensiML's AutoML cloud engine to transform train/test datasets into compact inference code for the desired embedded device.SensiML brings real-time event detection to the IoT sensing endpoint with software usable by developers regardless of AI/ML skill level. Models are created using SensiML’s AutoML analytics engine that automatically generates an optimized, device-ready model maximizing accuracy within the specified resource constraints of the target hardware.
Resulting models are automatically translated into embedded code (with options for binary, library, or full source output) delivering real-time inferencing that executes directly on the target device itself… not in the cloud. The result is smart applications that run faster, provide insight where events occur, require less network performance, and are more secure through better partitioning of data processing tasks.
SensiML’s AI software suite brings the firmware and data science expertise so that you can go from proof-of-concept to production rapidly and with confidence.
Transform Your IoT Device From Merely Connected to Truly Intelligent
SensiML’s platform brings the firmware and data science expertise so that you can go from PoC to production rapidly and with confidence.Significant Benefits for IoT Product and Application Development
- Significant Time-To-Market Gains: 5x faster development over hand-coded algorithms
- AI Without Data Science Complexity: AutoML tool usable by mainstream developers
- Runs on MCUs: Enabling practical AI application on embedded wireless IoT devices
- Maximize Your Hardware: Smart compilation optimizes for MCU, DSP, and FPGA
- Extensibility and Flexibility: Add algorithms, change hardware, customize code as desired
- Proven Solution: Launched in 2016 by Intel, now independent and greatly expanded
- Platform independence: Hardware and OS-independent, optimized for embedded edge platforms
“The integration with SensiML Analytics Studio and Google’s TensorFlow Lite for Microcontrollers provides a nice end-to-end workflow for creating IoT edge models on embedded devices”
Treat Your Data Like the Key Asset It Is
To enable high-quality data, SensiML’s Data Studio is expressly built to enable collection, cleansing, labeling, and management of train and test datasets using a rigorous workflow supporting one to many users.
Efficient AutoML Code Generation for Edge Sensing
The SensiML Knowledge Pack consists of the complete code required to transform raw sensor into classified insights as trained from datasets and ground truth labels you supply for your application.
An Optimized Edge Device ML Model
The SensiML Knowledge Pack consists of complete code required to transform raw sensor into classified insights as trained from datasets and ground truth labels you supply for your application.
See Results Fast with TestApp
With SensiML’s AutoML workflow culminating with device testing with TestApp, you can get to a working prototype in mere days or weeks.
SensiML covers a broad array of embedded microcontrollers and sensors enabling developers to target the right system for their application needs. From small ultra-low power MCUs possessing tens of kB memory to multi-core x86 client nodes with GBs of SRAM, SensiML provides ML code output to suit the hardware capabilities of your chosen platform.
Whether you are an experimenter, startup, mid-sized manufacturer, or large enterprise, SensiML has a plan tailored to suit your requirements. Compare our different plan features or get started with our "Free Trial Edition" to determine what is best for your own IoT project. As such, you can fully explore the capabilities of the toolkit, collect and label your own data, and build and show real working AI edge models!
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