Work with generative artificial intelligence (AI) models in Azure Machine Learning

Overview

Embark on a journey to master generative artificial intelligence (AI) models with Azure Machine Learning, brought to you by Microsoft Learn. This comprehensive guide will walk you through two pivotal modules designed to enhance your understanding and skills in working with cutting-edge AI technologies.

• Module 1: Delving into Natural Language Processing (NLP) and Large Language Models (LLMs)
  Start by exploring the fascinating history of NLP and how the transformative Transformer architecture paved the way for the creation of powerful LLMs. Azure Machine Learning's model catalog offers a selection of foundation models, enabling hands-on experience with these advanced technologies.
  • Grasp the key advancements leading to the development of LLMs.
  • Identify and investigate the variety of foundation models in the Azure model catalog.
  • Learn how to deploy and test a foundation model successfully.
• Module 2: Fine-tuning Foundation Models in Azure Machine Learning
  Proceed to master the art of fine-tuning foundation models directly from the Azure Machine Learning model catalog. Leverage the capabilities of Azure Machine Learning studio to tailor models to your specific needs.
  • Survey the foundation models available in the model catalog.
  • Acquire skills in fine-tuning a foundation model within the Azure Machine Learning studio.
  • Assess and deploy your fine-tuned model using Azure Machine Learning studio, ensuring peak performance.

By the conclusion of these modules, you'll possess a robust foundation in navigating and applying generative AI models, empowering you to leverage these technologies to their full potential.

Syllabus

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