“Joining the EDGE AI Foundation is a natural extension of our commitment to empowering engineers and scientists to innovate in AI, machine learning, and edge computing. Our workflow enables teams to validate AI models through full-system simulation, optimize them for tight compute and memory constraints, and deploy across a wide range of embedded hardware platforms.”
-Lucas Garcia, Product Manager, AI at MathWorks
This collaboration strengthens our shared mission to make energy-efficient, production-ready edge AI more accessible to engineers, developers, and researchers worldwide.
Advancing Embedded AI for Engineered Systems
Through MATLAB® and Simulink®, MathWorks delivers an end-to-end workflow for embedded AI—enabling engineers to train AI models, integrate them into system-level simulations, and deploy optimized implementations to embedded hardware. This approach allows teams to validate AI behavior early, optimize for performance and resource constraints, and confidently deploy AI into real-world systems.
Key capabilities include:
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System-level simulation to validate AI behavior before deployment
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Multi-target deployment of optimized C/C++, CUDA®, and HDL code from a single model
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Support for safety- and mission-critical verification and validation (V&V)
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Integration with leading AI frameworks including MATLAB, PyTorch, TensorFlow, ONNX, and XGBoost
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Model compression and optimization for resource-constrained edge devices
Real-World Impact Across Industries
MathWorks tools are widely used across industries to bring AI to the edge:
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Automotive: Virtual sensors for battery state-of-charge, motor temperature estimation, and control algorithms deployed on microcontrollers
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Aerospace: Anomaly detection and predictive maintenance deployed on FPGAs for flight-critical systems
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Industrial Automation: High-speed defect detection and visual inspection deployed on embedded GPUs
These real-world deployments align closely with the Foundation’s focus on practical, reliable, and scalable edge AI.
MathWorks brings deep expertise in AI model integration, system-level simulation, and optimized deployment, helping advance the next generation of embedded intelligence across industries.
We look forward to collaborating with MathWorks and their community to accelerate the adoption of reliable, efficient, and production-ready edge AI solutions.