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