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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's generative AI services and key capabilities.
- Familiarization with Qwen models, Model Studio, and common business scenarios.
- Identification of opportunities, risks, and realistic outcomes for enterprise usage.
Getting Started with the Alibaba Cloud Environment
- Setting up the Alibaba Cloud account and necessary services.
- Navigating Model Studio and working with model APIs.
- Executing an initial generative AI request and analyzing the response.
- Comprehending 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 to ensure 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
- Grasping retrieval-augmented generation in practical terms.
- Preparing documents and knowledge sources for accurate responses.
- Linking enterprise content to generative AI workflows.
- Evaluating response relevance, accuracy, and limitations.
Deployment, Security, and Cost Management
- Exploring deployment options for generative AI on Alibaba Cloud.
- Implementing basic security, access control, and governance practices.
- Monitoring usage, managing costs, and establishing practical safeguards.
- Troubleshooting common issues and planning post-course next steps.
Requirements
- Fundamental knowledge of cloud computing concepts.
- Experience with web applications, APIs, or cloud services is beneficial.
- Basic programming skills required.
Audience
- Developers aiming to build generative AI applications on Alibaba Cloud.
- Solution architects investigating AI services for business scenarios.
- Technical team leads and IT professionals assessing enterprise AI adoption.
7 Hours
Testimonials (1)
the tips and recommended prompts that we can take away from this training
