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Course Outline
Introduction to Generative AI on Alibaba Cloud
- Definition of generative AI and its organizational applications
- Overview of Alibaba Cloud generative AI services and core capabilities
- Insight into Qwen models, Model Studio, and typical business scenarios
- Identifying opportunities, risks, and realistic outcomes for enterprise use
Getting Started with the Alibaba Cloud Environment
- Preparing the Alibaba Cloud account and necessary services
- Accessing Model Studio and working with model APIs
- Executing a first generative AI request and analyzing the response
- Understanding basic parameters, token usage, and output behavior
Prompt Design and Workflow Basics
- Crafting effective prompts for chat, summarization, and content generation
- Leveraging instructions, examples, and output formatting for improved results
- Testing and refining prompts for consistency and quality
- Avoiding common pitfalls in prompt design
Building Applications with Qwen Models
- Integrating Qwen models into applications or workflows
- Designing simple assistants and automating business task flows
- Exploring practical text and multimodal use cases
- Reviewing example scenarios such as support, knowledge assistance, and content drafting
Creating a Retrieval-Based AI Solution
- Understanding retrieval-augmented generation in practical terms
- Preparing documents and knowledge sources for enhanced accuracy
- Connecting enterprise content to a generative AI workflow
- Evaluating response relevance, accuracy, and limitations
Deployment, Security, and Cost Management
- Deployment options for generative AI applications on Alibaba Cloud
- Fundamental security, access control, and governance practices
- Monitoring usage, managing costs, and implementing practical safeguards
- Troubleshooting common issues and planning subsequent steps after the course
Requirements
- Fundamental knowledge of cloud computing concepts
- Prior experience with web applications, APIs, or cloud services
- Basic programming skills
Audience
- Developers aiming to build generative AI applications on Alibaba Cloud
- Solution architects investigating AI services for business applications
- Technical team leaders and IT professionals assessing enterprise AI adoption
7 Hours