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Comprehensive agent evaluation is essential for building the next generation of reliable AI. It’s not enough to simply check the outputs; we need to understand the “why” behind an agent’s actions – its reasoning, decision-making process, and the path it takes to reach a solution. That’s why today, we’re thrilled to announce Vertex AI Gen …
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Methane clouds on Titan, Saturn’s largest moon, are more than just a celestial oddity — they’re a window into one of the solar system’s most complex climates. Until now, mapping them has been slow and grueling work. Enter AI: a team from NASA, UC Berkeley and France’s Observatoire des Sciences de l’Univers just changed the …
Attaching a custom Docker image to an Amazon SageMaker Studio domain involves several steps. First, you need to build and push the image to Amazon Elastic Container Registry (Amazon ECR). You also need to make sure that the Amazon SageMaker domain execution role has the necessary permissions to pull the image from Amazon ECR. After …
Technology has transformed our lives and social interactions at an unprecedented speed and scale, creating new opportunities. To adapt to this reality, L’Oréal has established itself as a leader in Beauty Tech, promoting personalized, inclusive, and responsible beauty accessible to all, under the banner “Beauty for Each, powered by Beauty Tech.” This convergence of Beauty …
Read more “How L’Oréal Tech Accelerator built its end-to-end MLOps platform”
Single-cell genomics technologies enable multimodal profiling of millions of cells across temporal and spatial dimensions. Experimental limitations prevent the measurement of all-encompassing cellular states in their native temporal dynamics or spatial tissue niche. Optimal transport theory has emerged as a powerful tool to overcome such constraints, enabling the recovery of the original cellular context. However, …
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Amazon Bedrock Flows offers an intuitive visual builder and a set of APIs to seamlessly link foundation models (FMs), Amazon Bedrock features, and AWS services to build and automate user-defined generative AI workflows at scale. Amazon Bedrock Agents offers a fully managed solution for creating, deploying, and scaling AI agents on AWS. With Flows, you …
Businesses today deal with a reality that is increasingly complex and volatile. Companies across retail, manufacturing, healthcare, and other sectors face pressing challenges in accurate planning and forecasting. Predicting future inventory needs, setting achievable strategic goals, and budgeting effectively involve grappling with ever-changing consumer demand and global market forces. Inventory shortages, surpluses, and unmet customer …
Large pretrained models are showing increasingly better performance in reasoning and planning tasks across different modalities, opening the possibility to leverage them for complex sequential decision making problems. In this paper, we investigate the capabilities of Large Language Models (LLMs) for reinforcement learning (RL) across a diversity of interactive domains. We evaluate their ability to …
Read more “On the Modeling Capabilities of Large Language Models for Sequential Decision Making”
What distinguishes robust models from non-robust ones? While for ImageNet distribution shifts it has been shown that such differences in robustness can be traced back predominantly to differences in training data, so far it is not known what that translates to in terms of what the model has learned. In this work, we bridge this …
Read more “Interpreting CLIP: Insights on the Robustness to ImageNet Distribution Shifts”
This post is co-written with Sujith R Pillai from Kyndryl. In this post, we show you how Kyndryl, an AWS Premier Tier Services Partner and IT infrastructure services provider that designs, builds, manages, and modernizes complex, mission-critical information systems, integrated Amazon Q Business with ServiceNow in a few simple steps. You will learn how to …
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