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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.
- Insights into Qwen models, Model Studio, and common business scenarios.
- Identifying opportunities, risks, and realistic outcomes for enterprise adoption.
Getting Started with the Alibaba Cloud Environment
- Setting up the Alibaba Cloud account and necessary services.
- Accessing Model Studio and working with model APIs.
- Executing an initial 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.
- 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
- Invoking Qwen models from within an application or workflow.
- Designing simple assistants and business task automation flows.
- Exploring practical text and multimodal use cases.
- Reviewing example applications such as customer support, knowledge assistance, and content drafting.
Creating a Retrieval-Based AI Solution
- Understanding retrieval-augmented generation in practical terms.
- Preparing documents and knowledge sources to enhance answer quality.
- Integrating enterprise content into a generative AI workflow.
- Evaluating response relevance, accuracy, and limitations.
Deployment, Security, and Cost Management
- Deployment options for generative AI applications on Alibaba Cloud.
- Fundamentals of security, access control, and governance practices.
- Monitoring usage, managing costs, and implementing practical safeguards.
- Troubleshooting common issues and planning post-course next steps.
Requirements
- Fundamental understanding of cloud computing concepts.
- Some prior experience with web applications, APIs, or cloud services.
- Basic programming knowledge.
Audience
- Developers interested in building generative AI applications on Alibaba Cloud.
- Solution architects investigating AI services for business use cases.
- Technical team leaders and IT professionals assessing enterprise AI adoption.
7 Hours
Testimonials (1)
The content, the exchanges, and working on topics that were relevant to our daily lives
Sally - TEVA Sante
Course - Advanced AI Concepts with Perplexity
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