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Course Outline

Introduction to Generative AI on Alibaba Cloud

  • Defining generative AI and its application in organizational contexts.
  • Overview of Alibaba Cloud's generative AI services and key functionalities.
  • Exploring Qwen models, Model Studio, and common business scenarios.
  • Identifying opportunities, mitigating risks, and setting realistic expectations for enterprise adoption.

Getting Started with the Alibaba Cloud Environment

  • Setting up the Alibaba Cloud account and configuring necessary services.
  • Navigating Model Studio and interacting with model APIs.
  • Executing an initial generative AI request and analyzing the output.
  • Grasping fundamental parameters, token consumption, and response behavior.

Prompt Design and Workflow Fundamentals

  • Crafting effective prompts for chat, summarization, and content creation.
  • Utilizing instructions, examples, and formatting to enhance results.
  • Testing and refining prompts to ensure consistency and quality.
  • Steering clear of common pitfalls in prompt engineering.

Building Applications with Qwen Models

  • Integrating Qwen models into applications or workflows.
  • Designing simple assistants and automating business task flows.
  • Exploring text-based and multimodal use cases practically.
  • Reviewing practical examples such as customer support, knowledge assistance, and content drafting.

Creating a Retrieval-Based AI Solution

  • Understanding retrieval-augmented generation in a practical context.
  • Preparing documents and knowledge bases for improved accuracy.
  • Linking enterprise content to generative AI workflows.
  • Evaluating response relevance, accuracy, and inherent limitations.

Deployment, Security, and Cost Management

  • Reviewing deployment options for generative AI applications on Alibaba Cloud.
  • Implementing fundamental security measures, access controls, and governance practices.
  • Monitoring usage, managing costs, and establishing practical safeguards.
  • Troubleshooting common issues and planning next steps post-course.

Requirements

  • Fundamental knowledge of cloud computing principles
  • Prior experience with web applications, APIs, or cloud platforms
  • Basic proficiency in programming

Target Audience

  • Developers aiming to develop generative AI applications on Alibaba Cloud
  • Solution architects investigating AI services for specific business requirements
  • IT managers and technical leaders assessing enterprise adoption of AI technologies
 7 Hours

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