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Pretrain large vision and language models for beginners : with a practical guide for distributed training on AWS and Amazon SageMaker /: with a practical guide for distributed training on AWS and Amazon SageMaker. (2023)
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Book
Title:
Pretrain large vision and language models for beginners : with a practical guide for distributed training on AWS and Amazon SageMaker /: with a practical guide for distributed training on AWS and Amazon SageMaker. (2023)
Main Title:
Pretrain large vision and language models for beginners : with a practical guide for distributed training on AWS and Amazon SageMaker
Table of ContentsProduct Information DocumentAn Introduction to Pretraining Foundation ModelsDataset Preparation: Part One Model PreparationContainers and Accelerators on the CloudDistribution FundamentalsDataset Preparation: Part Two, the Data LoaderFinding the Right HyperparametersLarge-Scale Training on SageMakerAdvanced Training Concepts Fine-Tuning and EvaluatingDetecting, Mitigating, and Monitoring BiasHow to Deploy Your ModelPrompt EngineeringMLOps for Vision and LanguageFuture Trends in Pretraining Foundation Models.
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