This repository provides comprehensive learning materials for Alibaba Cloud's Large Model ACP (Advanced Certified Professional) certification. It targets engineers and developers aiming to master large model application development, prompt engineering, RAG, fine-tuning, and deployment on Alibaba Cloud platforms. The curriculum offers a project-based approach to build practical skills in creating and deploying AI-powered solutions.

How It Works

The course is structured around two main projects: building a Q&A robot for new employee onboarding and generating diverse educational content. It covers key concepts like prompt engineering, Retrieval Augmented Generation (RAG) with LangChain and Llama-Index, fine-tuning, multi-agent systems, and multimodal applications. The materials emphasize practical implementation using Alibaba Cloud's Baishan platform and deployment strategies on cloud services like ECS, FC, and PAI.

Quick Start & Requirements

• Installation:
  • Automatic: Download and run the aliyun_llm_acp_install.sh script in a Linux environment (e.g., DSW or macOS terminal).
  • Manual: git clone the repository, then pip install -r requirements.txt.
• Prerequisites: Basic Python and Git knowledge. Alibaba Cloud Baishan API Key required for practical exercises.
• Resources: Assumes familiarity with Linux environments.

Highlighted Details

• Covers advanced topics including RAG optimization, multi-agent systems, and multimodal content generation.
• Detailed exam syllabus and knowledge point distribution for ACP certification.
• Practical guidance on deploying models using vLLM and cloud services.
• Focuses on engineering aspects like model evaluation, safety, and cost optimization.

Maintenance & Community

• Last updated April 2, 2025 (v1.2.5).
• Feedback welcome via a provided survey link.

Licensing & Compatibility

• The repository itself appears to be under a permissive license, but the underlying Alibaba Cloud services and models have their own terms of use. Compatibility for commercial use depends on the specific Alibaba Cloud service licenses.

Limitations & Caveats

• Assumes users have foundational knowledge of Python and Git, with no setup instructions for these tools.
• Requires an Alibaba Cloud Baishan API Key, implying potential costs associated with using the platform for practical exercises.