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Course Outline

Introduction to Advanced Model Customization

  • Insights into fine-tuning and prompt management capabilities in Vertex AI
  • Real-world applications for model optimization
  • Practical exercise: Configuring the Vertex AI workspace

Supervised Fine-Tuning of Gemini Models

  • Preparing data sets for effective fine-tuning
  • Executing supervised fine-tuning pipelines
  • Practical exercise: Fine-tuning a Gemini model

Prompt Engineering and Version Management

  • Crafting high-impact prompts for generative AI
  • Maintaining version control and ensuring reproducibility
  • Practical exercise: Developing and testing prompt versions

Evaluation and Benchmarking

  • Exploring evaluation libraries available in Vertex AI
  • Automating testing and validation procedures
  • Practical exercise: Assessing prompts and model outputs

Model Deployment and Monitoring

  • Integrating optimized models into application environments
  • Tracking performance and detecting drift
  • Practical exercise: Deploying a fine-tuned model

Best Practices for Enterprise AI Optimization

  • Managing scalability and costs effectively
  • Addressing ethical considerations and mitigating bias
  • Case study: Enhancing AI applications in production settings

Future Directions in Fine-Tuning and Prompt Management

  • Evolving trends in LLM optimization
  • Automated prompt adaptation and reinforcement learning
  • Strategic impact on enterprise adoption

Conclusion and Next Steps

Requirements

  • Hands-on experience with machine learning workflows
  • Proficiency in Python programming
  • Understanding of cloud-based AI platforms

Target Audience

  • AI engineers
  • MLOps practitioners
  • Data scientists
 14 Hours

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 3200 € + VAT*

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