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Course Outline

Introduction to Generative AI on Alibaba Cloud

  • An explanation of generative AI and its application within organisations
  • A summary of Alibaba Cloud's generative AI services and key capabilities
  • Comprehending Qwen models, Model Studio, and typical business scenarios
  • Identifying opportunities, risks, and realistic outcomes for enterprise use

Getting Started with the Alibaba Cloud Environment

  • Setting up the Alibaba Cloud account and requisite services
  • Accessing Model Studio and interacting with model APIs
  • Executing an initial generative AI request and reviewing the response
  • Understanding fundamental parameters, token usage, and output behaviour

Prompt Design and Workflow Basics

  • Crafting effective prompts for chat, summarisation, and content generation
  • Utilising instructions, examples, and output formatting to enhance results
  • Testing and refining prompts for consistency and quality
  • Avoiding common pitfalls in prompt design

Building Applications with Qwen Models

  • Invoking Qwen models from an application or workflow
  • Designing simple assistants and business task automation flows
  • Exploring text and multimodal use cases at a practical level
  • 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 improved answers
  • 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
  • Fundamental security, access control, and governance practices
  • Monitoring usage, managing costs, and establishing practical safeguards
  • Troubleshooting common issues and planning next steps post-course

Requirements

  • Fundamental understanding of cloud computing concepts
  • Some familiarity with web applications, APIs, or cloud services
  • Brief programming experience

Audience

  • Developers seeking 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

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