Practical embedded intelligence
Enabling optimized edge AI inference performance, system power and cost
Our embedded processors, software and tools for edge AI let you effectively balance deep learning performance with system power and cost. We offer a practical embedded inference solution for next-generation vehicles, smart cameras, edge AI boxes, and autonomous machines and robots. In addition to general compute and deep learning cores, our processors for edge AI integrate imaging, vision, multimedia cores and security enablers and optional microcontrollers for applications that require SIL-3 and ASIL-D functional safety certifications.
Discover processors for edge AI.
- High-speed, low-latency embedded AI
- High throughput per TOPS
- Low-power consumption
Start your free deep learning evaluation.
- Access to evaluation boards through the cloud
- Deep learning benchmarks in minutes
- Pre-trained models and AI tools
Add intelligence to your design with our edge AI technology
From smart cameras and edge AI boxes to autonomous machines and robots, your opportunities to design with embedded intelligence are endless. Be inspired to build something great with our solutions for edge AI by exploring a collection of embedded AI projects from Texas Instruments and developers from our third-party ecosystem.
Explore smart camera projects:
Explore autonomous machine and robot projects:
Don't sacrifice power or cost for high-speed AI
Our processors for edge AI have a unique heterogeneous architecture that enables high-speed AI and helps you reduce system power and cost. The high-levels of integration, including deep learning and computer vision accelerators, security enablers, and optional microcontrollers for functional safety applications, let you optimize AI performance for every watt and dollar spent.
Deep learning acceleration
The combination of our highly efficient C7x digital signal processor and Matrix Multiplication Accelerator delivers industry-leading embedded deep learning inference.
Computer vision acceleration
Computationally-intensive vision and multimedia tasks are offloaded to specialized hardware accelerators, yet remain configurable, through industry-standard application programming interfaces (APIs).
Smart memory & bus architecture
A large internal memory combined with a nonblocking high-bandwidth bus interconnect lets you take full advantage of our AI accelerators and reduce double-data-rate instances in your system.
Functional safety & security
Integrated functional safety features, such as self-test and error correction code, combined with cryptographic acceleration, hardware safety mode-ready hardware and secure boot help you create resilient and secure edge AI systems.
Imagine the possibilities with industry-leading deep learning inference
One of the industry's highest fixed-point embedded deep learning inference opens the door to a world of possibilities.
Accelerate your AI tasks with industry-standard APIs
Automatically unlock the full potential of our embedded processors and accelerate your deep learning, imaging, vision, and multimedia tasks with the TI Edge AI software development environment.
Explore third parties in our edge AI ecosystem
|Phytec||System-on-module (SOM)||Learn more|
|Allied Vision||Camera and sensor||Learn more|
|D3 Engineering||Camera, radar, sensor fusion, hardware, drivers and firmware||Learn more|
|Ignitarium||AI services and robotics||Learn more|
|RidgeRun||Linux development, Gstreamer plugins and AI applications||Learn more|
|Kudan||Simultaneous localization and mapping (SLAM)||Learn more|
|Amazon Web Services||Cloud services for machine learning, model management and IoT||Learn more|