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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
Testimonials (1)
the tips and recommended prompts that we can take away from this training
