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Bisonai/awesome-edge-machine-learning

awesome-edge-machine-learning

A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.

View on GitHub↗Upstream Bisonai/awesome-edge-machine-learning↗

Builder

Bisonai

Bisonai

Bisonai • individual

Stars

280

Using upstream star count

Forks

55

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Jun 27, 2019

Project creation date

README Summary

Awesome Edge Machine Learning [![Awesome](https://awesome.re/badge-flat2.svg)](https://awesome.re)

Community Evaluation

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AI Dev Skills

Unmapped

Edge ComputingEmbedded Systems ProgrammingHardware-Aware Model DesignInference OptimizationKnowledge DistillationMobile Deep LearningModel OptimizationNeural Network CompressionPruningQuantization

Tags

Edge ComputingEmbedded Systems ProgrammingHardware-Aware Model DesignInference OptimizationKnowledge DistillationMobile Deep LearningModel OptimizationNeural Network CompressionPruningQuantizationBenchmarkingComputer VisionCurated ListDeep LearningEvalsForkedGoogle AIInferenceMachine LearningMobilePrivacyPrivacy-Preserving AIPyTorchResearch / PapersTensorFlow

Taxonomy

AI Trends

On-device AIEdge ComputingTinyMLFederated LearningModel CompressionHardware-Software Co-design

category

Foundation ModelsModel TrainingEvals & BenchmarkingInference & ServingComputer VisionCloud & PlatformsLearning ResourcesSecurity & Safety

Deployment Context

Edge/MobileEmbedded SystemsIoT DevicesMicrocontrollers

Industries

IoTAutomotiveHealthcareRoboticsMobile ApplicationsSmart DevicesIndustrial Automation

Modalities

ImageVideoAudioTextSensor Data

Skill Areas

Edge ComputingModel OptimizationNeural Network CompressionQuantizationPruningKnowledge DistillationMobile Deep LearningHardware-Aware Model DesignInference OptimizationEmbedded Systems Programming

tag

BenchmarkingComputer VisionCurated ListDeep LearningEvalsForkedGoogle AIInferenceMachine LearningMobilePrivacyPrivacy-Preserving AIPyTorchQuantizationResearch / PapersTensorFlow

Use Cases

Mobile AI ApplicationsReal-time Inference on DevicesOffline AI ProcessingLow-latency PredictionBattery-efficient MLPrivacy-preserving On-device LearningResource-constrained AI Deployment

Recent Activity

Updated 3 years ago

7 Days

0

30 Days

0

90 Days

0

Quality

production
Quality
medium
Maturity
production

Categories

Evals & BenchmarkingPrimaryInference & ServingCloud & PlatformsLearning ResourcesSecurity & SafetyFoundation ModelsModel TrainingComputer VisionEdge & Mobile AISearch & KnowledgeOther AI / ML

PM Skills

Cost & EfficiencySafety & AlignmentData & Evaluation

Languages

Python100.0%

Timeline

Project created
Jun 27, 2019
Forked
Mar 23, 2026
Your last push
3 years ago
Upstream last push
3 years ago
Tracked since
Feb 23, 2023

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