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microsoft/edgeai-for-beginners

edgeai-for-beginners

This course is designed to guide beginners through the exciting world of Edge AI, covering fundamental concepts, popular models, inference techniques, device-specific applications, model optimization, and the development of intelligent Edge AI agents.

View on GitHub↗Upstream microsoft/edgeai-for-beginners↗

Builder

Microsoft

Microsoft

microsoft • big-tech

Stars

1,599

Using upstream star count

Forks

358

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Jun 27, 2025

Project creation date

README Summary

[![GitHub contributors](https://img.shields.io/github/contributors/microsoft/edgeai-for-beginners.svg)](https://GitHub.com/microsoft/edgeai-for-beginners/graphs/contributors) [![GitHub issues](https://img.shields.io/github/issues/microsoft/edgeai-for-beginners.svg)](https://GitHub.com/microsoft/edgeai-for-beginners/issues) [![GitHub pull-requests](https://img.shields.io/github/issues-pr/microsoft/edgeai-for-beginners.svg)](https://GitHub.com/microsoft/edgeai-for-beginners/pulls) [![PRs Welcome](

Community Evaluation

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AI Dev Skills

Unmapped

AI Model InferenceDevice-Specific AI ApplicationsEdge AI DevelopmentIntelligent Agent DevelopmentMachine Learning FundamentalsModel OptimizationModel QuantizationNeural Network Compression

Tags

AI Model InferenceDevice-Specific AI ApplicationsEdge AI DevelopmentIntelligent Agent DevelopmentMachine Learning FundamentalsModel OptimizationModel QuantizationNeural Network CompressionAI AgentsAutomationAzure AIBenchmarkingC++CourseData ScienceDistillationEvalsFinTechForkedGPU / CUDAGemmaHealthcare AIJavaScriptLangChainLarge Language ModelsMCPMistralMobileMulti-AgentOllamaOpenAIPythonQuantizationQwenRAGASReal-Time / StreamingRoadmapSecuritySemantic KernelTool UseTutorialllama.cpp

Taxonomy

AI Trends

On-device AIEdge ComputingModel CompressionEfficient AI

category

AI AgentsFoundation ModelsEvals & BenchmarkingInference & ServingDev Tools & AutomationLearning ResourcesIndustry: HealthcareIndustry: FinTechSecurity & SafetyData Science & Analytics

Deployment Context

Edge/MobileOn-device

Industries

EducationIoTMobile ComputingEmbedded Systems

Modalities

Multimodal

Skill Areas

Model OptimizationEdge AI DevelopmentAI Model InferenceDevice-Specific AI ApplicationsIntelligent Agent DevelopmentMachine Learning FundamentalsModel QuantizationNeural Network Compression

tag

AI AgentsAutomationAzure AIBenchmarkingC++CourseData ScienceDistillationEvalsFinTechForkedGPU / CUDAGemmaHealthcare AIJavaScriptLangChainLarge Language ModelsMCPMistralMobileModel OptimizationMulti-AgentOllamaOpenAIPythonQuantizationQwenRAGASReal-Time / StreamingRoadmapSecuritySemantic KernelTool UseTutorialllama.cpp

Use Cases

AI Education and TrainingEdge Device AI DeploymentLocal AI Model InferenceResource-Constrained AI ApplicationsOn-Device Intelligence Development

Recent Activity

Updated 5 months ago

7 Days

0

30 Days

0

90 Days

0

Merge pull request #192 from microsoft/update-translations

Lee Stott • Feb 6, 2026

911eb59

chore(i18n): sync translations with latest source changes (chunk 1/1, 6 changes)

localizeflow[bot] • Feb 2, 2026

526b1a5

chore(i18n): sync translations with latest source changes (chunk 1/1, 6 changes)

localizeflow[bot] • Feb 2, 2026

829015d

Quality

beta
Quality
medium
Maturity
beta

Categories

Foundation ModelsPrimaryAI AgentsRAG & RetrievalEvals & BenchmarkingInference & ServingData Science & AnalyticsOther AI / MLDev Tools & AutomationLearning ResourcesIndustry: HealthcareIndustry: FinTechSecurity & SafetyHealthcare & BiologyFinance & LegalEdge & Mobile AI

PM Skills

Cost & EfficiencyScale & ReliabilityData & EvaluationDeveloper PlatformAI-Native Architecture

Languages

Jupyter Notebook100.0%

Timeline

Project created
Jun 27, 2025
Forked
Mar 23, 2026
Your last push
5 months ago
Upstream last push
2 months ago
Tracked since
Feb 6, 2026

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