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Duration 7 hours
Course Outline
Introduction to Generative AI on Alibaba Cloud
- Defining generative AI and its organizational applications.
- An overview of Alibaba Cloud's generative AI services and their key capabilities.
- Exploring Qwen models, Model Studio, and common business scenarios.
- Identifying opportunities, risks, and realistic outcomes for enterprise implementation.
Getting Started with the Alibaba Cloud Environment
- Setting up the Alibaba Cloud account and necessary services.
- Accessing Model Studio and interacting with model APIs.
- Executing an initial generative AI request and analyzing the response.
- Comprehending basic parameters, token consumption, and output behavior.
Fundamentals of Prompt Design and Workflows
- Crafting effective prompts for chat, summarization, and content generation.
- Utilizing instructions, examples, and output formatting to enhance results.
- Testing and refining prompts for consistency and quality assurance.
- Avoiding typical errors in prompt design.
Building Applications with Qwen Models
- Invoking Qwen models from applications or workflows.
- Designing simple assistants and automation flows for business tasks.
- Investigating text and multimodal use cases from a practical perspective.
- Reviewing example scenarios such as customer support, knowledge assistance, and content drafting.
Developing a Retrieval-Based AI Solution
- Understanding retrieval-augmented generation in a practical context.
- Preparing documents and knowledge sources to improve answer quality.
- Integrating enterprise content into a generative AI workflow.
- Assessing response relevance, accuracy, and potential limitations.
Deployment, Security, and Cost Management
- Exploring deployment options for generative AI applications on Alibaba Cloud.
- Implementing basic security, access control, and governance practices.
- Monitoring usage, controlling costs, and establishing practical safeguards.
- Troubleshooting common issues and planning subsequent steps post-course.
Requirements
- Familiarity with fundamental cloud computing concepts.
- Prior experience with web applications, APIs, or cloud services.
- Basic programming knowledge.
Target 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.
Testimonials (1)
the tips and recommended prompts that we can take away from this training
