Analyze customer reviews using Amazon Bedrock
This post explores an innovative application of large language models (LLMs) to automate the process of customer review analysis. LLMs are a type of foundation model (FM) that have been…
AI/ML
Harness the power of AI and ML using Splunk and Amazon SageMaker Canvas
For organizations looking beyond the use of out-of-the-box Splunk AI/ML features, this post explores how Amazon SageMaker Canvas, a no-code ML development service, can be used in conjunction with data…
Improve RAG accuracy with fine-tuned embedding models on Amazon SageMaker
This post demonstrates how to use Amazon SageMaker to fine tune a Sentence Transformer embedding model and deploy it with an Amazon SageMaker Endpoint. The code from this post and…
Streamline custom model creation and deployment for Amazon Bedrock with Provisioned Throughput using Terraform
As customers seek to incorporate their corpus of knowledge into their generative artificial intelligence (AI) applications, or to build domain-specific models, their data science teams often want to conduct A/B…
Create a multimodal assistant with advanced RAG and Amazon Bedrock
In this post, we present a new approach named multimodal RAG (mmRAG) to tackle those existing limitations in greater detail. The solution intends to address these limitations for practical generative…
Simple guide to training Llama 2 with AWS Trainium on Amazon SageMaker
Large language models (LLMs) are making a significant impact in the realm of artificial intelligence (AI). Their impressive generative abilities have led to widespread adoption across various sectors and use…
Databricks DBRX is now available in Amazon SageMaker JumpStart
Today, we are excited to announce that the DBRX model, an open, general-purpose large language model (LLM) developed by Databricks, is available for customers through Amazon SageMaker JumpStart to deploy…
Skeleton-based pose annotation labeling using Amazon SageMaker Ground Truth
Pose estimation is a computer vision technique that detects a set of points on objects (such as people or vehicles) within images or videos. Pose estimation has real-world applications in…
Architect defense-in-depth security for generative AI applications using the OWASP Top 10 for LLMs
This post provides three guided steps to architect risk management strategies while developing generative AI applications using LLMs. We first delve into the vulnerabilities, threats, and risks that arise from…
Use mobility data to derive insights using Amazon SageMaker geospatial capabilities
Geospatial data is data about specific locations on the earth’s surface. It can represent a geographical area as a whole or it can represent an event associated with a geographical…