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Updated: Nov 01, 2026

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Alibaba LLM-ACA Exam Overview:

Certification Vendor:Alibaba Cloud
Exam Name:Alibaba Cloud Certified LLM Engineer (Associate) Exam
Exam Number:LLM-ACA
Exam Price:USD 200
Exam Duration:60 minutes
Related Certifications:Alibaba Cloud Certified LLM Engineer - Professional (LLM-ACP)
Available Languages:English
Exam Format:Multiple-choice questions, Single-choice questions
Certificate Validity Period:2 years
Real Exam Qty:50
Passing Score:80/100
Recommended Training:LLM Engineer (Associate) Exam Preparation Course
Exam Registration:Alibaba Cloud Academy Certification Portal
Exam Way:Online proctored or offline test center delivery, selected on exam platform
Pre Condition:No mandatory prerequisites; recommended for beginners, non-technical professionals and AI enthusiasts; only personal verified Alibaba Cloud accounts are eligible
Official Syllabus URL:https://edu.alibabacloud.com/certification/aca_llm_engineer

Alibaba LLM-ACA Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Enhancing LLM Applications20%- Plugin and tool integration
- API calling and automated task processing
- Building private knowledge Q&A applications
- Retrieval-Augmented Generation (RAG) fundamentals
Topic 2: Multimodal LLM6%- Typical multimodal application scenarios
- Multimodal model overview
Topic 3: LLM Fine-tuning12%- Fine-tuning basic concepts and applicable scenarios
- Data preparation and training basics
- Alibaba Cloud model fine-tuning services
Topic 4: LLM Safety and Compliance10%- Risk identification and bias mitigation
- Content security and output control
- Relevant regulatory and ethical requirements
Topic 5: Prompt Engineering20%- Basic prompt design principles
- Optimization techniques and prompting strategies
- Business scenario-oriented prompt practice
Topic 6: LLM Agent14%- Common agent application scenarios
- Basic concepts of LLM agents
- Typical agent architecture and workflow
Topic 7: LLM Fundamental Concepts18%- Model pre-training, fine-tuning and alignment process
- Alibaba Cloud Tongyi series models overview
- Definition and core features of large language models
- Autoregressive generation principle and tokenization

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