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Udacity

Introducing Generative AI with AWS

via Udacity

Overview

Learn generative AI fundamentals using AWS, covering AI history, machine learning basics, large language models, prompt engineering, and ethical considerations, with guided exercises and a SageMaker project for domain adaptation.

Syllabus

  • Artificial Intelligence in Context
    • Explore AI's evolution and everyday impact, covering its history, societal prevalence, and industry applications.
  • Fundamentals of AI and ML
    • Introduction to AI and ML basics, covering their relationship, machine learning models, types, and approaches, plus generative AI.
  • Using Large Language Models (LLMs)
    • This lesson covers LLMs, focusing on their evolution, transformer architectures, training methods, prompt engineering, and fine-tuning.
  • Real-world Applications of Generative AI
    • Examine generative AI's societal impact, focusing on creative applications, ethical use, diversity in AI, and policy implications.
  • Project: Building a Domain Expert Model
    • In this project, you'll fine-tune a text generation large language foundation model for domain adaptation to be a domain expert using AWS Sagemaker

Taught by

Matthew Purcell

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