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Duration 7 hours
Course Outline
Introduction to Generative AI on Alibaba Cloud
- Defining generative AI and its organizational applications
- Overview of Alibaba Cloud's generative AI services and primary capabilities
- Exploring Qwen models, Model Studio, and common business scenarios
- Recognizing opportunities, risks, and realistic outcomes for enterprise implementation
Getting Started with the Alibaba Cloud Environment
- Setting up the Alibaba Cloud account and necessary services
- Accessing Model Studio and interacting with model APIs
- Executing a first generative AI request and analyzing the output
- Understanding key parameters, token consumption, and output characteristics
Prompt Design and Workflow Basics
- Crafting effective prompts for chat, summarization, and content generation
- Leveraging instructions, examples, and output formatting to enhance results
- Testing and iterating on prompts to ensure consistency and quality
- Steering clear of common prompt design errors
Building Applications with Qwen Models
- Integrating Qwen models into applications or workflows
- Designing basic assistants and business process automation flows
- Exploring practical text and multimodal use cases
- Examining real-world examples such as customer support, knowledge assistance, and content drafting
Creating a Retrieval-Based AI Solution
- Grasping retrieval-augmented generation in practical terms
- Optimizing documents and knowledge sources for improved responses
- Linking enterprise content to generative AI workflows
- Assessing the relevance, accuracy, and limitations of responses
Deployment, Security, and Cost Management
- Reviewing deployment options for generative AI applications on Alibaba Cloud
- Implementing basic security, access control, and governance practices
- Monitoring usage, controlling costs, and establishing practical safeguards
- Resolving common issues and planning subsequent steps after the course
Requirements
- A fundamental grasp of cloud computing concepts
- Prior exposure to web applications, APIs, or cloud services
- Basic programming skills
Target Audience
- Developers aiming to construct generative AI applications on Alibaba Cloud
- Solution architects investigating AI services for specific business use cases
- Technical team leaders and IT professionals assessing enterprise AI adoption
Testimonials (1)
the tips and recommended prompts that we can take away from this training
