From concept to reality: Navigating the Journey of RAG from proof of concept to production

From concept to reality: Navigating the Journey of RAG from proof of concept to production

Generative AI has emerged as a transformative force, captivating industries with its potential to create, innovate, and solve complex problems. However, the journey from a proof of concept to a production-ready application comes with challenges and opportunities. Moving from proof of concept to production is about creating scalable, reliable, and impactful solutions that can drive…

LLM-as-a-judge on Amazon Bedrock Model Evaluation

LLM-as-a-judge on Amazon Bedrock Model Evaluation

The evaluation of large language model (LLM) performance, particularly in response to a variety of prompts, is crucial for organizations aiming to harness the full potential of this rapidly evolving technology. The introduction of an LLM-as-a-judge framework represents a significant step forward in simplifying and streamlining the model evaluation process. This approach allows organizations to…

InvestAI: Europe’s £200 billion move to lead in AI innovation

InvestAI: Europe’s £200 billion move to lead in AI innovation

At the artificial intelligence (AI) Action Summit in Paris on February 11, President Ursula von der Leyen introduced InvestAI, a groundbreaking initiative to mobilize €200 billion for AI investment. Central to this effort is a €20 billion European fund dedicated to AI gigafactories—large-scale infrastructure designed to foster open, collaborative development of the most advanced AI…

The Role of Domain Knowledge in Machine Learning: Why Subject Matter Experts Matter

The Role of Domain Knowledge in Machine Learning: Why Subject Matter Experts Matter

Machine learning (ML) is considered the largest subarea of artificial intelligence (AI) , studying the development of software systems that learn from data by themselves to perform a task, without being explicitly programmed with the instructions to address it.

Meta SAM 2.1 is now available in Amazon SageMaker JumpStart

Meta SAM 2.1 is now available in Amazon SageMaker JumpStart

This blog post is co-written with George Orlin from Meta. Today, we are excited to announce that Meta’s Segment Anything Model (SAM) 2.1 vision segmentation model is publicly available through Amazon SageMaker JumpStart to deploy and run inference. Meta SAM 2.1 provides state-of-the-art video and image segmentation capabilities in a single model. This cutting-edge model…

Falcon 3 models now available in Amazon SageMaker JumpStart

Falcon 3 models now available in Amazon SageMaker JumpStart

Today, we are excited to announce that the Falcon 3 family of models from TII are available in Amazon SageMaker JumpStart. In this post, we explore how to deploy this model efficiently on Amazon SageMaker AI. Overview of the Falcon 3 family of models The Falcon 3 family, developed by Technology Innovation Institute (TII) in…

Building a virtual meteorologist using Amazon Bedrock Agents

Building a virtual meteorologist using Amazon Bedrock Agents

The integration of generative AI capabilities is driving transformative changes across many industries. Although weather information is accessible through multiple channels, businesses that heavily rely on meteorological data require robust and scalable solutions to effectively manage and use these critical insights and reduce manual processes. This solution demonstrates how to create an AI-powered virtual meteorologist…

Gift from Sebastian Man ’79, SM ’80 supports MIT Stephen A. Schwarzman College of Computing building

The MIT Stephen A. Schwarzman College of Computing has received substantial support for its striking new headquarters on Vassar Street in Cambridge, Massachusetts. A major gift from Sebastian Man ’79, SM ’80 will be recognized with the naming of a key space in the building, enriching the academic and research activities of the MIT Schwarzman…