• Introduction to AI and Software Development

  • What is AI?
  • Role of AI in Software Development
    • Design
    • Develop
    • Testing
    • Deploy
  • Applications of AI in software development

• Basics of Machine Learning

  • Supervised Learning
  • Unsupervised Learning
  • Reinforcement Learning
  • AI in Test Automation

• Introduction to Prompt engineer

  • Working with Generative AI
  • Structure of goos prompt
    • Assign role
    • Styling output
    • Be specific
    • Add conditions
    • Provide data
  • Prompt Engineering Implementations
    • Static prompt
    • Prompt template
    • Prompt Composition
    • Contextual Prompt
    • Prompt Chaining
    • Prompt Pipelines (Retrieval Augmented Generations)
    • Autonomous Agents
    • Prompt Tuning / Soft Prompts

• AI-Driven Design

  • AI in Design process (UX/UI, Diagram)
  • Generate design with AI
    • User Interface
    • Diagram

• Writing Code with AI Assistance

  • Overview of AI code assistants
  • Integrating AI coding assistants into the development workflow
  • Best practices for using AI in coding
  • Limitations and ethical considerations

• AI in Testing and Quality Assurance

  • Role of QA in AI model development
  • Ensuring the quality of AI models
  • Understanding Test Automation
    • AI-based Test Automation Tools
    • AI in Test Case Generation

• Deployment Strategies for AI-Enabled Applications

  • Introduction to deployment models for AI applications
  • Containerization and orchestration tools
    • Docker
    • Kubernetes
  • AI model deployment
    • Challenges and best practices
  • Monitoring and maintaining AI systems in production
  • Troubleshooting

• Ethical Considerations and Future Trends

  • Ethical AI: principles and practices
  • Bias and fairness in AI applications
  • Future trends in AI for software development
  • Preparing for an AI-driven future in software development

• Working with LLM

  • Fine-tuning with LLM
    • ChatGPT-4o
    • Ollama 3
  • Build RAG application
    • ChatGPT-4o
    • Ollama 3
  • Others
    • LiteLLM as a proxy to multi-le LLM provider
    • Open WebUI

• Building application with LLM

  • Framework
    • Langchain
      • Fine-tuning
      • AI Agent
      • RAG(Retrieval-Augmented Generation)

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