Vertex AI Model Garden provides enterprise-ready foundation models, task-specific models, and APIs. Model Garden can serve as the starting point for model discovery for various different use cases. You can kick off a variety of workflows including using models directly, tuning models in Generative AI Studio, or deploying models to a data science notebook.
In this class, after being introduced to Vertex AI as a machine learning platform through the lens of Model Garden. You will learn how to leverage pre-trained models as part of your machine learning workflow and how to fine-tune models for your specific applications.
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What you’ll learn
This course teaches participants the following skills:
Understand the model options available within Vertex AI Model Garden
Incorporate models in Vertex AI Model Garden in your machine learning workflows
Leverage foundation models for generative AI use cases
Fine-tune models to meet your specific needs
Google Cloud at Lumify Work
Lumify Work is Australia's only national Google Cloud Authorised Training Partner. Get the skills needed to build, test, and deploy applications on this highly scalable infrastructure. Engineered to handle the most data-intensive work you can throw at it, Lumify Work can support you through training wherever you are in your Cloud adoption journey.
Lab: Content Classification via Natural Language API and AutoML
Module 4: Foundation Models: Text Embeddings via PaLM
Introduction to foundation models
PaLM API
GenAI Studio
Using the Embeddings API
Lab: Use the PaLM API to Cluster Products Based on Descriptions
Module 5: Fine-tunable Models
Fine-tunable models in Model Garden
Vertex AI Pipelines
Demo: Fine-tuning models for your specific use case
Prerequisites
To get the most out of this course, participants should have:
Prior completion “Machine Learning on Google Cloud” course or the equivalent knowledge of TensorFlow/Keras and machine learning.
Experience scripting in Python and working in Jupyter notebooks to create machine learning models.
FREE E-BOOK: The New Era of Cloud Computing
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The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.
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