Machine Learning
Interactive Chat for Applications Using Gen AI Studio
Ready to create engaging, interactive chat models? In this course, you’ll master multi-turn chat models using Gen AI Studio on Vertex AI, and learn how to incorporate essential principles of fairness, interpretability, privacy, and safety into your applications
1 Days

Target Audience
Who should attend?
Application developers looking to leverage Generative AI in their applications.
Machine learning professionals helping create and refine GenAI-powered solutions
What you'll learn
Explore Vertex AI Generative AI options and integrate them into your apps.Use Gen AI Studio to interact with foundation models.Design and tune chat prompts for effective AI use.Adjust PaLM API parameters for optimal model responses.Integrate PaLM API with Python SDK for seamless AI.

Prerequisites for Success
Prerequisites for Success
• A basic understanding of Python programming or experience leveraging APIs in applications.
• Familiarity with Google Cloud and Vertex AI, as covered in the Google Cloud Fundamentals: Big Data and Machine Learning course.”

COURSE AGENDA
Generative AI on Vertex AI
- Introduction to Vertex AI on Google Cloud and its role in Generative AI.
- Explore various Generative AI options available on Google Cloud.
- Understand the course use case: interactive chat models for applications.
Gen AI Studio
- Introduction to Gen AI Studio: Learn the interface and capabilities.
- Explore the available models and their diverse use cases.
- Design and test prompts in the Cloud Console for effective integration.
- Understand data governance in Gen AI Studio.
- Lab: Get started with Vertex AI and the Gen AI Studio UI.
Prompt Design
- Learn the importance of prompt design for optimal model performance.
- Differentiate between zero-shot, one-shot, and few-shot prompting strategies.
- Understand the impact of providing additional context and examples in prompts.
- Follow best practices for crafting effective prompts.
- Lab: Apply prompt design for multi-turn chat in Gen AI Studio.
Implementing the PaLM API
- Lab: Get started with the Vertex AI PaLM API and the Python SDK.
- Introduction to the PaLM API and how to use it for generative models.
- Learn how to configure model parameters for multi-turn chat applications.
- Lab: Integrate a chatbot into your application using the PaLM API.
Model Parameters & Output
- Revisit and fine-tune model parameters for effective chatbot performance.
- Learn how to optimize model parameters for different use cases and requirements.
- Understand the model output and explore Responsible AI principles to ensure ethical use of AI.