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AI 原生开放教材

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8. 本地与端侧 AI

课程库来源总表关于

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EdgeAI for Beginners

🌐 Multi-Language Support

Arabic

Course Modules & Navigation

📖 00

📚 01

🧠 02

🚀 03

⚙️ 04

🔧 05

🤖 06

💻 07

🏭 08

🏭 Module 08: Sample Applications

01: REST Chat Quickstart

02: OpenAI SDK Integration

03: Model Discovery & Benchmarking

04: Chainlit RAG Application

05: Multi-Agent Orchestration

06: Models-as-Tools Router

07: Direct API Client

08: Windows 11 Chat App

09: Advanced Multi-Agent System

10: Foundry Tools Framework

🎓 Workshop: Hands-On Learning Path

Workshop Guide

🎙️ Workshop For Agentic: Hands-On - The AI Podcast Studio

🎬 Start The AI Podcast Studio Workshop

Act 1: Meet Your AI Assistants

Act 2: Assemble Your Production Team

Act 3: Bring Your Podcast to Life

Course Highlights

Study Guide Available

课程首页

Module01

Section 1: EdgeAI Fundamentals

Section 2: Real-World Case Studies

Section 3: Practical Implementation Guide

Section 4: Edge AI Deployment Hardware Platforms

Module02

Section 1: Microsoft Phi Model Family Fundamentals

Section 2: Qwen Family Fundamentals

Section 3: Gemma Family Fundamentals

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

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EdgeAI for Beginners

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EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

Section 4: BitNET Family Fundamentals

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

Section 5: Microsoft Mu Model Fundamentals

Section 6: Phi-Silica - Optimized On-Device Language Models

Module03

Section 1: SLM Advanced Learning - Foundations and Optimization

Section 2: Local Environment Deployment - Privacy-First Solutions

Containerized Cloud Deployment - Production-Scale Solutions

Module04

Section 1: Model Format Conversion and Quantization Foundations

Section 2 : Llama.cpp Implementation Guide

Section 3 : Microsoft Olive Optimization Suite

Section 4 : OpenVINO Toolkit Optimization Suite

Section 4 : Apple MLX Framework Deep Dive

Section 6: Edge AI Development Workflow Synthesis

Section 7 : Qualcomm QNN (Qualcomm Neural Network) Optimization Suite

Module05

Section 1: Introduction to SLMOps

Section 2: Model Distillation - From Theory to Practice

Section 3: Fine-Tuning - Customizing Models for Specific Tasks

Section 4: Deployment - Production-Ready Model Implementation

Module06

AI Agents and Small Language Models: A Comprehensive Guide

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

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EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

EdgeAI for Beginners

Section02 : Function Calling in Small Language Models (SLMs)

Section 03 - Model Context Protocol (MCP) Integration

Module07

AI Toolkit for Visual Studio Code - Edge AI Development Guide

Foundry Local on Windows & Mac

Windows Edge AI Development Guide

Module08

Session 1: Getting Started with Foundry Local

Session 2: OpenAI SDK Integration with Azure AI Foundry

Session 3: Open-Source Model Discovery and Management

Session 4: Building Production Chat Applications with Chainlit

Session 5: Build AI-Powered Agents Fast with Foundry Local

Overview

Welcome to Chainlit! 🚀🤖

Module 08 Samples: Foundry Local Development Guide

04

Open WebUI + Foundry Local Integration Guide

WebGPU + ONNX Runtime Demo

Workshop

Environment Configuration Guide

Foundry Local SDK - Quick Reference

Workshop Samples - Quick Reference Card

Workshop Quick Start Guide

Session 1: Getting Started with Foundry Local

Session 2: Build AI Solutions with Azure AI Foundry

Session 3: Open-Source Models in Foundry Local

Session 4: Explore Cutting-Edge Models – LLMs, SLMs & On-Device Inference

Session 5: Build AI-Powered Agents Fast with Foundry Local

Session 6: Foundry Local – Models as Tools

Workshop Notebooks

Workshop Notebooks - Quick Start Guide

Workshop Notebooks - Troubleshooting Guide

Workshop Scripts

WorkshopForAgentic

code

02.Workflow-MultiAgent

Podcast Application

EdgeAI for Beginners

translation

🎙️ AI 播客工作室工作坊

第一幕：认识你的 AI 研究助手 🤖

第二幕：组建你的播客制作团队 🎬

第三幕：让你的播客活起来 🎤

出处与许可

来源信息

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课程库›本地与端侧 AI›EdgeAI for Beginners

EdgeAI for Beginners系统课程·英文原文 ↗原件 ↓仓库 ↗

Resources

BitNET GitHub Repository
BitNet-b1.58 Models on HuggingFace

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AI 原生开放教材·GitHub 仓库·@faruheaisha·署名与许可编排与站点代码 MIT · 课程内容著作权归各上游作者