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Pretrain Vision and Large Language Models in Python
book

Pretrain Vision and Large Language Models in Python

by Emily Webber
May 2023
Intermediate to advanced
258 pages
7h 31m
English
Packt Publishing

Overview

Dive into the world of foundation models with 'Pretrain Vision and Large Language Models in Python.' This book is an essential resource for machine learning professionals aiming to understand and implement state-of-the-art large-scale model pretraining and fine-tuning. With a focus on AWS and Amazon SageMaker, you'll learn cutting-edge techniques for ensuring scalable and effective model deployments.

What this Book will help me do

  • Master pretraining and fine-tuning models to utilize their full capabilities.
  • Gain expertise in setting up scalable training pipelines using AWS and SageMaker.
  • Learn to address bias and ensure ethical practices in foundation model development.
  • Acquire skills in configuring environments for optimal distributed model training.
  • Understand how to deploy, monitor, and maintain large-scale vision and language models.

Author(s)

Emily Webber is a seasoned AWS cloud expert and machine learning specialist. She has years of experience guiding organizations to successfully adopt large-scale machine learning models in production. In her book, she combines a love for teaching complex subjects with practical insights, demonstrating her dedication to empowering the next generation of ML practitioners.

Who is it for?

This book is designed for machine learning researchers, data scientists, and engineers who want to master the art of pretraining foundation models. It is aimed at readers with an intermediate understanding of Python and a basic knowledge of cloud computing and deep learning concepts. If your goal is to build, optimize, and deploy advanced ML models on AWS, you'll find this book invaluable.

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Publisher Resources

ISBN: 9781804618257