Text Generation for Applications Using Gen AI Studio

Name: Text Generation for Applications Using Gen AI Studio
Price: 1000.00 SGD

Learn how to leverage the use of text generation models using Gen AI Studio on Vertex AI in your applications.

1 day course

Supporting material

Private

A private training session for your team. Groups can be of any size, at a location of your choice including our training centres.

Generative AI is being used to develop new products and services – such as personalized marketing communications, chatbots for interacting with customers, and virtual assistants – across multiple industries.

On this course, you’ll explore the use of text generation models using Gen AI Studio on Vertex AI, and learn how to incorporate those models into your application using the PaLM API and client libraries. You’ll learn how to design and tune prompts to ensure the best outputs for your applications and discuss how to fine-tune foundational models to improve model output quality.

This Text Generation for Applications Using Gen AI Studio course is available as a private training session that can be delivered via Virtual Classroom or at a location of your choice in Singapore.

Course overview

Who should attend:

This course is for developers looking to leverage Generative AI in their applications, and machine learning practitioners who are supporting the development of GenAI-powered applications.

What you'll learn:

By the end of this course, you will be able to:

Understand Vertex AI generative AI options for your applications
Explore Gen AI Studio to interact with foundation models
Design and tune chat prompts for your Generative AI use cases
Implement the PaLM API into your applications using the Python SDK
Fine-tune foundation model weights to improve model output quality

Prerequisites

To get the most out of this course, you should have a basic understanding of either programming in Python or leveraging APIs in applications.

Basic familiarity with Google Cloud and Vertex AI as covered in the Google Cloud Fundamentals: Big Data and Machine Learning course is also required.

Course agenda

Module 1: Generative AI on Vertex AI

Vertex AI on Google Cloud
Generative AI options on Google Cloud
Introduction to the course use case (text generation)

Module 2: Gen AI Studio

Introduction to Gen AI Studio
Available models and use cases
Designing and testing prompts in the Cloud Console
Data governance in Gen AI Studio
Lab: Getting started with Vertex AI, Gen AI Studio's User Interface

Module 3: Prompt Design

Why is prompt design so important?
Zero-shot vs. few-shot prompting
Providing additional context and instruction-tuning
Best practices
Lab: Question Answering with Generative Models on Vertex AI

Module 4: Implementing the PaLM API

Lab: Getting Started with the Vertex AI PaLM API & Python SDK
Introduction to the PaLM API
Utilizing generative models using the Python SDK
Understanding model parameters for text generation
Lab: Use the PaLM API to integrate GenAI into Applications

Module 5: Fine-tuning Models

Scenarios to use model tuning
Workflow for model tuning
Preparing your model tuning dataset
Create a model tuning job
Loading a tuned model
Demo: Fine-tuning models for your specific use case

Book this course

Call our sales team today

65 697 16440