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 Duration 14 hours

Course Outline

Foundations of Advanced Model Customization

  • Comprehensive overview of fine-tuning and prompt management features in Vertex AI
  • Practical use cases for optimizing model performance
  • Practical exercise: Configuring the Vertex AI workspace

Supervised Fine-Tuning Strategies for Gemini Models

  • Preparing high-quality training data for fine-tuning initiatives
  • Executing supervised fine-tuning pipelines effectively
  • Practical exercise: Performing fine-tuning on a Gemini model

Prompt Engineering and Version Control

  • Crafting effective prompts tailored for generative AI tasks
  • Ensuring version control and reproducibility in prompt management
  • Practical exercise: Developing and testing distinct prompt versions

Evaluation Frameworks and Benchmarking

  • Exploring the capabilities of evaluation libraries within Vertex AI
  • Automating testing and validation processes
  • Practical exercise: Assessing prompts and model outputs

Model Deployment and Operational Monitoring

  • Integrating optimized models into production applications
  • Monitoring performance metrics and detecting data drift
  • Practical exercise: Deploying a fine-tuned model to a live environment

Enterprise Best Practices for AI Optimization

  • Managing scalability and operational costs
  • Addressing ethical considerations and mitigating bias
  • Case study: Enhancing AI application performance in production

Future Trends in Fine-Tuning and Prompt Management

  • Exploring emerging trends in Large Language Model (LLM) optimization
  • Utilizing automated prompt adaptation and reinforcement learning
  • Strategic implications for enterprise-wide adoption

Conclusion and Recommended Next Steps

Requirements

  • Proficiency with machine learning workflows
  • Command of Python programming
  • Understanding of cloud-based AI platforms

Target Audience

  • AI Engineers
  • MLOps Practitioners
  • Data Scientists

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