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Course Outline
Introduction to Generative AI on Alibaba Cloud
- Understanding generative AI and its organizational applications.
- Overview of Alibaba Cloud's generative AI services and key capabilities.
- Exploring Qwen models, Model Studio, and typical business scenarios.
- Identifying opportunities, risks, and realistic outcomes for enterprise usage.
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 reviewing the response.
- Understanding basic parameters, token usage, and output behavior.
Prompt Design and Workflow Basics
- Crafting effective prompts for chat, summarization, and content generation.
- Using instructions, examples, and output formatting to enhance results.
- Testing and refining prompts for consistency and quality.
- Avoiding common prompt design mistakes.
Building Applications with Qwen Models
- Calling Qwen models from an application or workflow.
- Designing simple assistants and business task automation flows.
- Exploring text and multimodal use cases practically.
- Reviewing example use cases 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 improved answers.
- 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.
- Basic security, access control, and governance practices.
- Monitoring usage, managing costs, and setting practical safeguards.
- Troubleshooting common issues and planning next steps after the course.
Requirements
- Foundational knowledge of cloud computing concepts.
- Some prior experience with web applications, APIs, or cloud services.
- Basic programming proficiency.
Audience
- Developers interested in building generative AI applications on Alibaba Cloud.
- Solution architects exploring AI services for business applications.
- Technical team leads and IT professionals assessing enterprise AI adoption.
7 Hours
