Introduction to Gemini 2.0 Flash on Google Cloud with Vertex AI

Übersicht

Join us to delve into the world of Gemini 2.0 Flash on the Google Cloud platform, using Vertex AI as your guide. This comprehensive learning experience will provide hands-on interaction with the API and Google Gen AI SDK, allowing you to master essential skills in text generation and multimodal processing.

Discover the power of advanced features, including function calling, bidirectional streaming, and innovative image generation techniques. Perfect for those looking to enhance their expertise in artificial intelligence and computer science domains.

Lehrplan

• Overview of Gemini 2.0 Flash
Introduction to Gemini 2.0 Flash
Key features and capabilities
Integration with Google Cloud and Vertex AI
• Setting Up Your Environment
Creating a Google Cloud account
Setting up Vertex AI
Installing and configuring the Google Gen AI SDK
• Working with the Gemini 2.0 Flash API
Authenticating with the API
Understanding API endpoints and documentation
Making your first API call
• Text Generation Techniques
Basics of text generation with Gemini 2.0
Advanced text generation strategies
Use cases and applications
• Multimodal Processing
Introduction to multimodal inputs
Combining text and image data
Practical examples of multimodal processing
• Function Calling
Defining and using custom functions
Integrating function calling in workflows
Error handling and optimization
• Advanced Features
Implementing bidirectional streaming
Strategies for efficient data streaming
Case studies and real-world examples
• Image Generation on Vertex AI
Overview of image generation capabilities
Step-by-step image generation process
Optimizing for performance and quality
• Hands-On Projects
Building a text generation application
Creating a multimodal content pipeline
Developing a custom AI-powered tool
• Best Practices and Performance Optimization
Ensuring scalability and reliability
Cost management on Google Cloud
Security considerations
• Course Conclusion
Recap of key concepts
Additional resources for continued learning
Final project presentation and feedback

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Fachgebiete

Computer Science