AMZN-3P-EDGE-AI

Amazon Services for ML training, model management and IoT

AMZN-3P-EDGE-AI

From: Amazon
Downloads

Overview

AWS offers a comprehensive platform for machine learning (ML) services and internet of things (IoT) software services which can be leveraged and deployed on TI’s analytics processors like the TDA4x family of processors. Training and optimizing ML models require massive computing resources, so it is a natural fit for the cloud.

AWS SageMaker is a suite of services and tools providing every developer and data scientist with the ability to prepare and label data sets, build models, train, optimize, deploy and, monitor\maintain machine-learning models at scale.

Amazon SageMaker Neo service optimizes machine-learning models already built with Keras, MXNet, PyTorch, TensorFlow, TensorFlow-Lite, and ONNX for inference on TI Jacinto processor. SageMaker Neo optimizes the trained model and compiles it into an executable that takes advantage of TI deep learning hardware accelerator. Sagemaker Neo enables TVM and Neo-AI DLR as the top-level inference API for user applications.

AWS IoT Greengrass is an IoT open source edge runtime and cloud service that provides a secure way to seamlessly connect TI Jacinto powered devices to any AWS service as well as to third-party services. Greengrass enables inference results and data to be sent back to AWS where data can be stored or further analyzed.

Amazon SageMaker Edge Manager facilitates easy management and performance monitoring of ML models on a fleet of TI Jacinto powered edge devices.

Downloads

Code example or demo

AMAZON-AWS-WORKSHOPS Amazon Cloud-managed machine learning with AWS IoT on TI Jacinto SoC

Supported products & hardware
Code example or demo

AMAZON-AWS-GREENGRASS Amazon Internet of things (IoT) open source edge runtime and cloud services

Supported products & hardware
Code example or demo

AMAZON-AWS-SAGEMAKER-NEO Amazon SageMaker Neo for machine learning

Supported products & hardware
Code example or demo

AMAZON-AWS-SAGEMAKER Amazon SageMaker tools for machine learning development

Supported products & hardware
Code example or demo

AMAZON-AWS-SAGEMAKER-EDGE-MANAGER Amazon software agent for edge devices

Supported products & hardware

Supported products & hardware

Arm-based processors
TDA4VM Dual Arm® Cortex®-A72, C7x DSP, and deep learning, vision and multimedia accelerators

Support & training

Third-party support
TI does not offer ongoing direct design support for this software. For support while working through your design, contact Amazon.

Videos

Disclaimer

Certain information and resources (including links to non-TI sites) above may be provided by a third-party partner, and is included here merely for your convenience. TI is not the provider of, and is not responsible for, the content of such information and resources, and you should evaluate them carefully for your intended uses and on your own behalf. The inclusion of such information and resources here does not imply endorsement of any third-party company by TI, and shall not be construed as a warranty or representation regarding the suitability of any third-party products or services, either alone or in combination with any TI product or service.