linquanxu / edgeai

EdgeAI Software and Development Tools

EdgeAI Software And Development Tools

Notice

If you have not visited the following landing pages, please do so before attempting to use this repository.

• https://www.ti.com/edgeai
• https://github.com/TexasInstruments/edgeai

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Real Time Inference Software & Model Development For Embedded AI Development.

Notice

If you have not visited the following landing page, please do so before attempting to read this documentation.

• https://www.ti.com/edgeai

Introduction

This repository provides several tools for AI, including Deep Learning, traditional Machine Learning and Computer Vision.

Embedded Inference of Deep Learning models is quite challenging - due to high compute requirements. The tools provided here help to optimize and accelerate inference on embedded devices.

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Software Development Kits (SDKs)

Software Development Kits (SDKs) and associated tools

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Deep Neural Network Model Making Tools

Model Zoo, Model Selection, Model Training, Quantization & Benchmarking Tools

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Publications

Read some of our Technical Publications

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Issue Trackers

Issue Tracker for TIDL, SDK etc: Please include the tag TIDL (as you create a new issue, there is a space to enter tags, at the bottom of the page).

Issue Tracker for ModelZoo, Model Benchmark & Deep Neural Network Training Software: You can file issues or ask questions at e2e. While creating a new issue kindly include modelzoo in the tags (as you create a new issue, there is a space to enter tags, at the bottom of the page).

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What is New

• [2022-April] Several of these repositories have been updated for the 8.2 release.
• [2021-August] Several of our repositories are being moved from git.ti.com to github.com
• [2021-December-21] Several of our repositories are being updated in preparation for the 8.1 (08_01_00_xx) release. These include edgeai-tidl-tools, edgeai-benchmark, edgeai-modelzoo and edgeai-torchvision. A new version of PROCESSOR-SDK-LINUX-SK-TDA4VM that corresponds to this will be available in a few days.
• [2022-April-5] Several of the repositories are being updated in preparation for the 8.2 (08_02_00_xx) release.

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License

Please see the LICENSE file for more information about the license under which this landing repository is made available. The LICENSE file of each repository mentioned here is inside that repository.