EdgeAI for Beginners

Welcome to EdgeAI for Beginners – your comprehensive journey into the transformative world of Edge Artificial Intelligence. This course bridges the gap between powerful AI capabilities and practical, real-world deployment on edge devices, empowering you to harness AI's potential directly where data is generated…

课时

1. Introduction to Edge AI for Beginners
2. Section 1: EdgeAI Fundamentals
3. Section 2: Real-World Case Studies
4. Section 3: Practical Implementation Guide
5. Section 4: Edge AI Deployment Hardware Platforms
6. Chapter 01: Transforming AI Deployment for the Edge
7. Section 1: Microsoft Phi Model Family Fundamentals
8. Section 2: Qwen Family Fundamentals
9. Section 3: Gemma Family Fundamentals
10. Section 4: BitNET Family Fundamentals
11. Section 5: Microsoft Mu Model Fundamentals
12. Section 6: Phi-Silica - Optimized On-Device Language Models
13. Chapter 02: Small Language Model Foundations
14. Section 1: SLM Advanced Learning - Foundations and Optimization
15. Section 2: Local Environment Deployment - Privacy-First Solutions
16. Containerized Cloud Deployment - Production-Scale Solutions
17. Chapter 03: Deploying Small Language Models (SLMs)
18. Section 1: Model Format Conversion and Quantization Foundations
19. Section 2 : Llama.cpp Implementation Guide
20. Section 3 : Microsoft Olive Optimization Suite
21. Section 4 : OpenVINO Toolkit Optimization Suite
22. Section 4 : Apple MLX Framework Deep Dive
23. Section 6: Edge AI Development Workflow Synthesis

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