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Auto-Tuning Large Language Models with Amazon SageMaker: A Deep Dive into LLMOps Optimization

  • Auto-Tuning with SageMaker is a solution for optimizing fine-tuning and inference in large-scale LLM applications.
  • SageMaker's Auto-Tuning automates the search for the best hyperparameter combination.
  • SageMaker supports multiple search strategies, such as Bayesian Optimization and Grid Search.
  • Auto-Tuning with SageMaker simplifies hyperparameter optimization and improves model efficiency, performance, and cost-effectiveness.

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