Edge AI

Embedded artificial intelligence

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Practical embedded processing solutions for edge AI

Get the most out of your designs with high-performance computer vision, sensor fusion and AI processing with easily-programmable hardware accelerators. Design fast with Python, TensorFlow Lite, ONNX Runtime, TVM, GStreamer, Docker and ROS. Go to market in less time with production-ready solutions from the TI Edge AI ecosystem. 

Bring smart cameras, robots and intelligent machines to life

Upgrade your workspace with an 8 TOPS processor starter kit for AI vision and sensor fusion applications. Then explore software demos to find inspiration for your next project.

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8 TOPS edge AI starter kit, software demos, cloud development tools and TI Edge AI Academy— all for $249

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TDA4VM processor starter kit for Edge AI vision systems

Bring smart cameras, robots and intelligent machines to life with the TDA4VM processor starter kit. With a fast setup process and an assortment of foundational demos and tutorials, you can start prototyping a vision-based application in less than an hour. The kit enables 8 TOPS of deep learning (...)

Design fast with industry-standard APIs

Easily deploy AI models and accelerate deep learning, imaging, vision and multimedia functions with Python, TensorFlow Lite, ONNX Runtime, TVM, GStreamer, Docker, ROS and other industry standard APIs.

Lower-level software tools and middleware simplify development by automatically accelerating imaging, vision, multimedia and AI functions, so you can design fast. 


Add embedded intelligence with superior deep learning inference

TDA4x processors enable some of the highest fixed-point embedded deep learning inference per TOPS in the industry.

Reduce system power and cost with highly-integrated TDA4x processors


Deep learning accelerator

A matrix multiplication accelerator on a programmable DSP enables 4K 8-bit and 2K 16-bit fixed multiply accumulate per cycle and power efficiency (fps/watt) that rivals the best in the industry.


Computer vision accelerators

Computationally intensive low-level brute-force pixel processing tasks are offloaded to power-efficient hardware accelerators, enabling smaller system footprints and simplified power designs.


Smart memory & bus architecture

A high-bandwidth bus interconnect with a nonblocking infrastructure and large internal memory reduces DDR instances and increases system throughput and power savings.


Functional safety & security

Functional Safety-Compliant processors with integrated MCUs help you achieve certifications up to SIL-3, and integrated security features help you reduce system size and cost.

Designing an efficient Edge AI system with highly integrated processors

Efficient hardware acceleration for imaging, vision, multimedia and deep learning enable commercially viable edge AI systems optimized for performance, power, size, weight and cost. 

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Buy an elite production-ready processor for your design

TDA4x processors enable one of the highest fixed-point embedded deep learning inference capabilities in the industry.


Dual Arm® Cortex®-A72, C7x DSP, and deep learning, vision and multimedia accelerators

Go to market in less time with the TI Edge AI ecosystem

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