Generative AI with Alibaba Cloud Training Course
Generative AI with Alibaba Cloud is a hands-on course focused on developing and implementing AI solutions leveraging Alibaba Cloud services.
This instructor-led live training, available both online and onsite, targets developers, architects, and technical professionals seeking to utilize Alibaba Cloud for creating, testing, and deploying generative AI applications tailored to business requirements.
Upon completion of this training, participants will be capable of:
- Gaining insight into the core generative AI services offered by Alibaba Cloud.
- Developing prompts and application workflows utilizing Qwen models and Model Studio.
- Constructing a basic retrieval-augmented AI solution using enterprise content.
- Deploying and managing generative AI solutions while ensuring security, governance, and cost efficiency.
Course Format
- Interactive lectures and discussions.
- Extensive exercises and practical drills.
- Hands-on implementation within a live laboratory environment.
Customization Options
- For tailored training requests for this course, please contact us to make arrangements.
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 core capabilities.
- Understanding 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 necessary services.
- Accessing Model Studio and working with model APIs.
- Making an initial generative AI request and reviewing the response.
- Understanding basic parameters, token usage, and output behavior.
Prompt Design and Workflow Basics
- Writing effective prompts for chat, summarization, and content generation.
- Using instructions, examples, and output formatting to enhance results.
- Testing and refining prompts for consistency and quality.
- Avoiding common prompt design mistakes.
Building Applications with Qwen Models
- Invoking Qwen models from applications or workflows.
- Designing simple assistants and business task automation flows.
- Exploring text and multimodal use cases at a practical level.
- Reviewing example use cases 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.
- Connecting enterprise content to a generative AI workflow.
- Evaluating response relevance, accuracy, and limitations.
Deployment, Security, and Cost Management
- Deployment options for generative AI applications on Alibaba Cloud.
- Basic security, access control, and governance practices.
- Monitoring usage, managing cost, and setting practical safeguards.
- Troubleshooting common issues and planning next steps after the course.
Requirements
- Fundamental understanding of cloud computing concepts.
- Some prior experience with web applications, APIs, or cloud services.
- Basis programming knowledge.
Audience
- Developers interested in building generative AI applications on Alibaba Cloud.
- Solution architects exploring AI services for enterprise use cases.
- Technical team leaders and IT professionals assessing enterprise AI adoption.
Open Training Courses require 5+ participants.
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