Lattice sensAI StudioSoftwareProductDetailPage21b1a23a-0317-409f-89ee-7c585318367174179929-7d03-4ced-9958-dcb9ac22c6fcWebpage/Products/DesignSoftwareAndIP/AIML/LatticesensAIStudio/Products/DesignSoftwareAndIP/AIML/LatticesensAIStudioAn 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.