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Duration 14 hours
Course Outline
Foundations of Multimodal LLMs in Vertex AI
- An overview of multimodal capabilities within Vertex AI
- Exploring Gemini models and their supported modalities
- Real-world use cases in enterprise and research sectors
Preparing the Development Environment
- Configuring Vertex AI for multimodal workflow execution
- Managing datasets that span multiple modalities
- Hands-on lab: setting up the environment and preparing datasets
Long Context Windows and Advanced Reasoning
- Comprehending long-context workflow mechanics
- Applications in strategic planning and decision-making processes
- Hands-on lab: implementing long-context analysis techniques
Architecting Cross-Modal Workflows
- Synthesising text, audio, and image analysis
- Chaining multimodal steps within automated pipelines
- Hands-on lab: designing a comprehensive multimodal pipeline
Managing Gemini API Parameters
- Configuring multimodal inputs and outputs effectively
- Optimising inference speed and operational efficiency
- Hands-on lab: fine-tuning Gemini API parameters
Advanced Applications and System Integrations
- Developing interactive multimodal agents and assistants
- Integrating external APIs and third-party tools
- Hands-on lab: constructing a complete multimodal application
Evaluation and Continuous Iteration
- Testing the performance of multimodal systems
- Applying metrics for accuracy, alignment, and drift detection
- Hands-on lab: evaluating and refining multimodal workflows
Conclusion and Future Directions
Requirements
- Proficiency in Python programming
- Practical experience in developing machine learning models
- Working knowledge of multimodal data types, including text, audio, and images
Target Audience
- AI researchers
- Advanced software developers
- Machine learning 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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