Import a question answering fine-tuned model into Amazon Bedrock as a custom model

This article explains how to import a question answering fine-tuned model into Amazon Bedrock as a custom model. It details the steps involved in fine-tuning a Mistral model using SageMaker, importing the fine-tuned model into Amazon Bedrock, testing the imported model, and evaluating its performance.

Specifically, the article covers:

• Prerequisites for fine-tuning the Mistral model and importing it into Amazon Bedrock
• Fine-tuning the Mistral model using QLoRA and Parameter-Efficient Fine-Tuning (PEFT) techniques in a SageMaker notebook
• Importing the fine-tuned model into Amazon Bedrock using the console or SDK
• Testing the imported model using the Amazon Bedrock console and SDK
• Evaluating the imported model's performance for question answering tasks using the SageMaker FMEval library
• Cleaning up resources after the process is complete