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TensorFlow Lite

The "Awesome TensorFlow Lite" project is a curated collection of resources focused on TensorFlow Lite, a lightweight solution for deploying machine learning models on mobile and edge devices. This list encompasses a variety of resources, including model optimization techniques, libraries, tools, tutorials, and community contributions that help developers implement efficient machine learning solutions. It is particularly beneficial for mobile app developers, data scientists, and machine learning practitioners looking to leverage on-device capabilities for their applications. Users can explore this collection to enhance their understanding and implementation of TensorFlow Lite, making it easier to create powerful, efficient machine learning applications on resource-constrained devices.

tensorflow-litemachine-learningmobile-developmenton-device-aimodel-optimizationedge-computing
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1.4k stars189 forks0 contributorsUpdated
Community-curated · Updated weekly · 100% open source

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Table of Contents

12 sections · 64 projects

Past announcements:

6 projects
Announcement of the new converter

groups.google.com
Android Support LibraryAndroid Support Library

A toolkit for developing and deploying TensorFlow Lite models on mobile and IoT devices with cross-platform support.

#iot#ios#android
Stars438
Forks146
Last commit6 days ago
Model Maker

tensorflow.org
On-device training

blog.tensorflow.org
Hexagon delegateHexagon delegate

An end-to-end open source platform for machine learning with a comprehensive ecosystem of tools and libraries.

#neural-network#distributed#python-library
Stars196,488
Forks75,509
Last commit4 hours ago
Model Metadata

tensorflow.org

Lite models

3 projects
TensorFlow Lite models

tensorflow.org
Pretrained models

tensorflow.org
TensorFlow Hub

tfhub.dev

Models

0 projects

Ideas and Inspiration

1 projects
E2E TFLite TutorialsE2E TFLite Tutorials

A community-driven collection of end-to-end tutorials for creating and deploying TensorFlow Lite models on mobile devices.

#community-projects#deep-learning#on-device-ai
Stars135
Forks26
Last commit4 years ago

ML Kit examples

10 projects
ML Kit Translate demo

codelabs.developers.google.com
Computer Vision with ML Kit - Flutter In Focus

youtu.be
Flutter + MLKit: Business Card Mail Extractor

medium.com
From TensorFlow to ML Kit: Power your Android application with machine learning

speakerdeck.com
Building a Custom Machine Learning Model on Android with TensorFlow Lite

medium.com
ML Kit and Face Detection in Flutter

flatteredwithflutter.com
ML Kit on Android 4: Landmark Detection

medium.com
ML Kit on Android 3: Barcode Scanning

medium.com
ML Kit on Android 2: Face Detection

medium.com
ML Kit on Android 1: Intro

medium.com

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