Contenuti dettagliati del Corso
Module 1 - Introduction to Generative AI on Google Cloud
Topics:
- What is generative AI
- Vertex AI on Google Cloud
- Generative AI options on Google Cloud
- Introduction to course use case
Module 2 - Vertex AI Studio
Topics:
- Introduction to Vertex AI Studio
- Designing and testing prompts
- Data governance in Vertex AI Studio
Activities:
- Lab: Getting Started with the Vertex AI Studio User Interface
Module 3 - Generative AI Fundamentals
Topics:
- Introduction to grounding
- Integrating the Vertex AI Gemini APIs
- Chat, memory and grounding
- Search principles
Activities:
- Lab: Getting Started with LangChain + Vertex AI Gemini API
Module 4 - Prompt Engineering
Topics:
- Review of few-shot prompting
- Chain-of-thought prompting and thinking budgets
- Meta prompting, multi-step, and panel prompts
- RAG and ReAct
Activities:
- Lab: Advanced Prompt Architectures
Module 5 - Creating Custom Chat Applications with Vertex AI Gemini API
Topics:
- LangChain for chatbots
- ADK for chatbots
- Chat retrieval
Activities:
- Lab: Implementing RAG Using LangChain