Lattice sensAI StudioSoftwareProductDetailPage21b1a23a-0317-409f-89ee-7c585318367174179929-7d03-4ced-9958-dcb9ac22c6fcWebpage/Products/DesignSoftwareAndIP/AIML/LatticesensAIStudio/Products/DesignSoftwareAndIP/AIML/LatticesensAIStudiohttps://edge.sitecorecloud.io/latticesemi531d-latticesemif7a8-uatf3c9-df97/media/Project/Lattice/LatticeSemi/Images/ProductImages/DesignSoftwareandIntellectualProperty/sensAI_Studio_logo.png?sc_lang=enAn end to end ML model training, validation and compilation tool targeting Lattice’s FPGAsAn end to end ML model training, validation and compilation tool targeting Lattice’s FPGAsAn end to end ML model training, validation and compilation tool targeting Lattice’s FPGAsSimplifying Edge AI Deployments: Model Zoo, Training Tools, Quantizer, Simulation, Compiler.Unlock the power of AI at the edge with Lattice sensAI Studio-a streamlined, user-friendly development environment designed for deploying machine learning models effortlessly onto Lattice Semiconductor's low-power FPGA platforms. Key Features Easy-to-use Toolset: Empower developers, even those new to FPGA design, to quickly build, optimize, and deploy AI solutions. Framework Compatibility: Seamlessly integrate your existing workflows using popular machine learning frameworks including TensorFlow, TensorFlow Lite, PyTorch, Keras, and ONNX. Optimized for Efficiency: Achieve superior performance with built-in model optimization techniques such as pruning, quantization, and compression. Neural Network Compiler: Efficiently compile neural network models directly for FPGA hardware, ensuring optimal performance and low latency. Power-efficient FPGA Deployment: Tailored specifically for low-power FPGA families (iCE40 UltraPlus, CrossLink-NX, Certus-NX, and Avant), ideal for energy-sensitive edge applications. Ready-to-Use Reference Designs: Accelerate your development cycle with pre-built and tested reference designs that span diverse use cases. Production-Ready Models for HMI Applications: Utilize pre-optimized, production-grade AI models specifically tailored for human-machine interface (HMI) solutions.ML Training platform, FPGA, Lattice FPGA, Machine learning FPGA , ML FPGA, AI FPGA, Tensorflow FPGA, Tensorflow lite FPGA, low power edge ML model trainingSoftwareCrossLink-NX Evaluation Board
Unlock the power of AI at the edge with Lattice sensAI Studio—a streamlined, user-friendly development environment designed for deploying machine learning models effortlessly onto Lattice Semiconductor's low-power FPGA platforms.
Key Features
- Easy-to-use Toolset: Empower developers, even those new to FPGA design, to quickly build, optimize, and deploy AI solutions.
- Framework Compatibility: Seamlessly integrate your existing workflows using popular machine learning frameworks including TensorFlow, TensorFlow Lite, PyTorch, Keras, and ONNX.
- Optimized for Efficiency: Achieve superior performance with built-in model optimization techniques such as pruning, quantization, and compression.
- Neural Network Compiler: Efficiently compile neural network models directly for FPGA hardware, ensuring optimal performance and low latency.
- Power-efficient FPGA Deployment: Tailored specifically for low-power FPGA families (iCE40 UltraPlus, CrossLink-NX, Certus-NX, and Avant), ideal for energy-sensitive edge applications.
- Ready-to-Use Reference Designs: Accelerate your development cycle with pre-built and tested reference designs that span diverse use cases.
- Production-Ready Models for HMI Applications: Utilize pre-optimized, production-grade AI models specifically tailored for human-machine interface (HMI) solutions.
To learn more about this product design and to access the complete documentation in GitHub, please click below.
Lattice sensAI Studio covers the complete AI deployment journey:
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Model Selection or Creation:
Choose or design and train your neural network model using your preferred framework.
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Optimization:
Automatically optimize your AI models for maximum efficiency and minimum power consumption.
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Quantization:
Convert models to lower precision formats, improving efficiency and reducing resource usage.
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Simulation:
Understand model performance and adjust settings in loop with and without FPGA hardware.
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FPGA Compilation:
Easily compile and generate FPGA bitstreams directly within the studio.
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Deployment:
Deploy your optimized AI solution swiftly onto your edge FPGA devices.
Applications Across Industries
Whether it's industrial, automotive, consumer electronics, or security, sensAI Studio empowers innovation across sectors by simplifying and accelerating AI deployment for the edge near-sensor.
Get started today and harness the full potential of edge AI with Lattice sensAI Studio.
Lattice sensAI™ Studio
In this demo, users can explore the latest tools from Lattice. They will have the opportunity to run examples for FPGA simulation, neural network training, and compilation for specific devices.
Lattice sensAI: accelerating low power AI at the edge
The full-featured Lattice sensAI stack includes everything developers need to evaluate, develop and deploy FPGA-based Machine Learning / Artificial Intelligence solutions - modular hardware platforms, example demonstrations, reference designs, neural network IP cores, software tools for development, and custom design services.
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