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This is a comprehensive collection of study notes for the Alibaba Cloud LLM Engineer ACA Certification Course. It includes both mind map versions and detailed notes versions for easy review, summarization, and retrieval.
If you find it helpful, welcome to star⭐, and feel free to submit issues to discuss learning insights.
| Chapter | Topic | Key Content |
|---|---|---|
| Chapter 01 | Understanding LLMs | LLM fundamentals, development history, key characteristics |
| Chapter 02 | LLM Application Scenarios | Customer service, content generation, code assistants, data analysis, etc. |
| Chapter 03 | API Usage | Model API invocation, parameter optimization, error handling |
| Chapter 04 | Prompt Engineering | Prompt design principles, optimization techniques, best practices |
| Chapter 05 | Tool Calling | Plugin mechanisms, function calls, tool integration |
| Chapter 06 | RAG Knowledge Base | Document retrieval, vectorization, augmented generation |
| Chapter 07 | Model Fine-tuning | Fine-tuning methods, training strategies, vertical domain optimization |
| Chapter 08 | Agent Applications | Agent architecture, task planning, decision execution |
| Chapter 09 | Application Security | Privacy protection, security compliance, risk prevention |
| Chapter 10 | Extended Learning | Multi-modal models, MoE architecture, cloud-edge collaboration |
Click the chapter tabs below to jump quickly:
Chapter 01 - Understanding LLMs
Chapter 02 - LLM Application Scenarios
Chapter 03 - API Usage
Chapter 04 - Prompt Engineering
Chapter 05 - Tool Calling
Chapter 06 - RAG Knowledge Base
Chapter 07 - Model Fine-tuning
Chapter 08 - Agent
Chapter 09 - Application Security
Chapter 10 - Extended Learning
Click the chapter tabs below to view complete notes:
Chapter 01 - Understanding LLMs
Chapter 02 - LLM Application Scenarios
Chapter 03 - API Usage
Chapter 04 - Prompt Engineering
Chapter 05 - Tool Calling
Chapter 06 - RAG Knowledge Base
Chapter 07 - Model Fine-tuning
Chapter 08 - Agent
Chapter 09 - Application Security
Chapter 10 - Extended Learning
- Official Course - Alibaba Cloud LLM Engineer ACA Certification Program
- Documentation - Course experiments, case studies, and best practices
- Study Notes - Personal organization, review summaries, and knowledge extensions
Licensed under the MIT License. See LICENSE file for details.
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