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Duration 14 hours
Course Outline
Introduction to Advanced Model Customisation
- Foundations of fine-tuning and prompt management in Vertex AI
- Key use cases for model optimisation
- Practical lab: Configuring the Vertex AI environment
Supervised Fine-Tuning of Gemini Models
- Curating training datasets for fine-tuning
- Executing supervised fine-tuning pipelines
- Practical lab: Fine-tuning a Gemini model instance
Prompt Engineering and Version Control
- Architecting effective prompts for generative AI systems
- Implementing version control for reproducibility
- Practical lab: Developing and validating prompt versions
Evaluation and Benchmarking Strategies
- Overview of evaluation libraries available in Vertex AI
- Automation of testing and validation processes
- Practical lab: Assessing prompts and model outputs
Model Deployment and Monitoring
- Integrating optimised models into application architectures
- Monitoring performance metrics and detecting drift
- Practical lab: Deploying a fine-tuned model
Enterprise AI Optimisation Best Practices
- Managing scalability and operational costs
- Addressing ethical considerations and bias mitigation
- Case study: Enhancing AI applications in production
Future Trends in Fine-Tuning and Prompt Management
- Evolving trends in Large Language Model (LLM) optimisation
- Automated prompt adaptation and reinforcement learning techniques
- Strategic insights for enterprise adoption
Conclusion and Next Steps
Requirements
- Practical experience with machine learning workflows
- Proficiency in Python programming
- Understanding of cloud-based AI platforms
Target Audience
- AI engineers
- MLOps practitioners
- Data scientists
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 2600 € + VAT*
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