Artificial Intelligence

Baishali Chaudhury

Author: Baishali Chaudhury

Our solution consists data preparation for tool use, finetuning with prepared dataset, hosting the finetuned model and evaluation of the finetuned model

Customize Amazon Nova models to improve tool usage

In this post, we demonstrate model customization (fine-tuning) for tool use with Amazon Nova. We first introduce a tool usage use case, and gave details about the dataset. We walk through the details of Amazon Nova specific data formatting and showed how to do tool calling through the Converse and Invoke APIs in Amazon Bedrock. After getting the baseline results from Amazon Nova models, we explain in detail the fine-tuning process, hosting fine-tuned models with provisioned throughput, and using the fine-tuned Amazon Nova models for inference.