Artificial Intelligence

Amit Kalawat

Author: Amit Kalawat

Amit Kalawat is a Principal Solutions Architect at Amazon Web Services based out of New York. He works with enterprise customers as they transform their business and journey to the cloud.

Optimize video semantic search intent with Amazon Nova Model Distillation on Amazon Bedrock

In this post, we show you how to use Model Distillation, a model customization technique on Amazon Bedrock, to transfer routing intelligence from a large teacher model (Amazon Nova Premier) into a much smaller student model (Amazon Nova Micro). This approach cuts inference cost by over 95% and reduces latency by 50% while maintaining the nuanced routing quality that the task demands.

Power video semantic search with Amazon Nova Multimodal Embeddings

In this post, we show you how to build a video semantic search solution on Amazon Bedrock using Nova Multimodal Embeddings that intelligently understands user intent and retrieves accurate video results across all signal types simultaneously. We also share a reference implementation you can deploy and explore with your own content.