Part 3: System Strategies and Architecture By: Varun Khaitan With special thanks to my stunning colleagues: Mallika Rao, Esmir Mesic, Hugo Marques This blog post is a continuation of Part 2, where we cleared the ambiguity around title launch observability at Netflix. In this installment, we will explore the strategies, tools, and methodologies that were employed to …
Building cloud infrastructure based on proven best practices promotes security, reliability and cost efficiency. To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. As systems scale, conducting thorough AWS Well-Architected Framework Reviews (WAFRs) becomes even more crucial, offering deeper insights and strategic value to help organizations optimize …
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Increasingly, organizations across industries are turning to generative AI foundation models (FMs) to enhance their applications. To achieve optimal performance for specific use cases, customers are adopting and adapting these FMs to their unique domain requirements. This need for customization has become even more pronounced with the emergence of new models, such as those released …
Read more “Customize DeepSeek-R1 distilled models using Amazon SageMaker HyperPod recipes – Part 1”
A few weeks ago, Google DeepMind released Gemini 2.0 for everyone, including Gemini 2.0 Flash, Gemini 2.0 Flash-Lite, and Gemini 2.0 Pro (Experimental). All models support up to at least 1 million input tokens, which makes it easier to do a lot of things – from image generation to creative writing. It’s also changed how …
Read more “Use Gemini 2.0 to speed up document extraction and lower costs”
Synthesizing a novel view from a single input image is a challenging task. Traditionally, this task was approached by estimating scene depth, warping, and inpainting, with machine learning models enabling parts of the pipeline. More recently, generative models are being increasingly employed in novel view synthesis (NVS), often encompassing the entire end-to-end system. In this …
Read more “Novel View Synthesis with Pixel-Space Diffusion Models”
Amazon Q Business is a fully managed, generative AI–powered assistant that empowers enterprises to unlock the full potential of their data and organizational knowledge. With Amazon Q Business, you can quickly access answers to questions, generate summaries and content, and complete tasks by using the expertise and information stored across various data sources and enterprise …
Read more “Streamline work insights with the Amazon Q Business connector for Smartsheet”
It’s a persistent question: How do you know which generative AI model is the best choice for your needs? It all comes down to smart evaluation. In this post, we’ll share how to perform pairwise model evaluations – a way of comparing two models directly against each other – using Vertex AI evaluation service and …
Read more “Evaluate gen AI models with Vertex AI evaluation service and LLM comparator”
In our previous blog posts, we explored various techniques such as fine-tuning large language models (LLMs), prompt engineering, and Retrieval Augmented Generation (RAG) using Amazon Bedrock to generate impressions from the findings section in radiology reports using generative AI. Part 1 focused on model fine-tuning. Part 2 introduced RAG, which combines LLMs with external knowledge …
Read more “Evaluate healthcare generative AI applications using LLM-as-a-judge on AWS”
Telecoms, like all businesses, are wondering how AI can transform their businesses. And there’s no better way to display how to build the AI-driven telecom than with demos. Join us at Mobile World Congress 2025, March 3-6 in Barcelona Hall 2 Booth #2H40, where we’ll be highlighting key agent use cases where AI is becoming …
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Brands today are juggling a million things, and keeping product content up-to-date is at the top of the list. Between decoding the endless requirements of different marketplaces, wrangling inventory across channels, adjusting product listings to catch a customer’s eye, and trying to outpace shifting trends and fierce competition, it’s a lot. And let’s face it—staying …
Read more “How Pattern PXM’s Content Brief is driving conversion on ecommerce marketplaces using AI”