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Course Outline

Overview of Generative AI Capabilities on Alibaba Cloud

  • Definition of generative artificial intelligence and its application in organizational contexts
  • Summary of Alibaba Cloud generative AI services and core functional attributes
  • Analysis of Qwen model architecture, the Model Studio platform, and standard operational scenarios
  • Assessment of strategic opportunities, potential risks, and feasible outcomes for enterprise deployment

Initial Configuration of the Alibaba Cloud Environment

  • Preparation of Alibaba Cloud account credentials and necessary service enablement
  • Navigation of Model Studio interfaces and integration with model application programming interfaces
  • Execution of initial generative AI requests and analysis of returned data
  • Interpretation of fundamental parameters, token consumption metrics, and output processing behaviors

Prompt Engineering and Workflow Fundamentals

  • Construction of optimized prompts for conversational interfaces, data summarization, and content creation
  • Implementation of structured instructions, illustrative examples, and format specifications to enhance precision
  • Iterative testing and refinement of prompts to ensure consistency and reliability
  • Mitigation of common design errors in prompt engineering

Development of Applications Utilizing Qwen Models

  • Integration of Qwen model capabilities into custom applications or automated workflows
  • Design of intelligent assistant frameworks and business process automation sequences
  • Exploration of text-based and multimodal application scenarios with practical focus
  • Examination of representative use cases, including customer support, knowledge management, and content drafting

Implementation of Retrieval-Augmented Generation Solutions

  • Comprehension of retrieval-augmented generation principles in an operational context
  • Preparation of documentation and knowledge bases to improve response accuracy
  • Integration of internal organizational content into generative AI workflows
  • Assessment of response relevance, factual accuracy, and inherent system limitations

Deployment Strategies, Security Protocols, and Financial Governance

  • Review of deployment architectures for generative AI applications hosted on Alibaba Cloud
  • Establishment of foundational security controls, access management, and governance standards
  • Monitoring of resource usage, optimization of expenditure, and implementation of operational safeguards
  • Resolution of frequent technical issues and formulation of post-course strategic initiatives

Requirements

  • Familiarity with fundamental cloud computing principles
  • Experience with web application development, API integration, or cloud-based service management
  • Foundational proficiency in programming languages

Target Audience

  • Developers focused on constructing generative AI applications within the Alibaba Cloud ecosystem
  • Solution architects evaluating AI service integration for specialized business or government applications
  • Technical leadership and IT professionals assessing enterprise-wide AI adoption strategies
 7 Hours

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