Pretrain Large Vision and Language Models for Beginners

With a practical guide for distributed training on AWS and Amazon SageMaker

Paperback, 296 pages

Published June 9, 2023 by Packt Publishing.

ISBN:
978-1-80461-825-7
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Conceptual fundamentals and practical guidance from industry experts to pretrain the large vision and language models of the future.

Key Features Learn how and where to develop, train, tune, and apply your own pretrained models Master distributed training concepts for models & datasets, with code examples for AWS and SageMaker Evaluate, deploy, and operationalize your custom models with bias detection and pipeline monitoring Book Description Large models have forever changed machine learning. From BERT to GPT-3, Vision Transformers to DALL-E, when billions of parameters are combined with large datasets and hundreds to thousands of GPUs, the result is nothing short of record-breaking. The recommendations, advice, and code samples in this book will help you pretrain your large models from scratch on AWS and Amazon SageMaker and apply them to hundreds of use cases across your organization.

With advice from seasoned AWS ML expert Emily Webber, this book provides everything you …

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