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Build RAG-based generative AI applications in AWS using Amazon FSx for NetApp ONTAP with Amazon Bedrock

The post is co-written with Michael Shaul and Sasha Korman from NetApp. Generative artificial intelligence (AI) applications are commonly built using a technique called Retrieval Augmented Generation (RAG) that provides foundation models (FMs) access to additional data they didn’t have during training. This data is used to enrich the generative AI prompt to deliver more …

New AI Innovation Hub in Tunisia Drives Technological Advancement Across Africa

A new AI innovation hub for developers across Tunisia launched today in Novation City, a technology park that’s designed to cultivate a vibrant, innovation ecosystem in mechatronics — an industry encompassing IT, mechanics and electronics — and to foster synergy between education, research and industry in the North African country. Built in collaboration with the …

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CRISPR-Cas9 guide RNA efficiency prediction with efficiently tuned models in Amazon SageMaker

The clustered regularly interspaced short palindromic repeat (CRISPR) technology holds the promise to revolutionize gene editing technologies, which is transformative to the way we understand and treat diseases. This technique is based in a natural mechanism found in bacteria that allows a protein coupled to a single guide RNA (gRNA) strand to locate and make …

Chat with your business data – Conversational Analytics comes to Gemini in Looker

Generative AI has invigorated the promise of self-service analytics, which, when combined with enterprise-scale security and governance, and backed by trusted metrics, can prevent data chaos and empower you to quickly understand and act on your data insights. Looker is playing a key role in this data revolution, evolving business intelligence (BI) for the AI …

The Insecurity of Spaces Hosts on X: Gatekeeping, Intolerance, and the Looming Presence of AI Agents

Since I was unceremoniously demoted while talking,on a complex issue of how it is not easy for me to socialize in an X Space by @MEGAPROMPTERI thought about it a bit more and have some thoughts to share. [Steve] I am unlikely to ever be allowed to speak in this Space again (I am sure …

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Unlock AWS Cost and Usage insights with generative AI powered by Amazon Bedrock

Managing cloud costs and understanding resource usage can be a daunting task, especially for organizations with complex AWS deployments. AWS Cost and Usage Reports (AWS CUR) provides valuable data insights, but interpreting and querying the raw data can be challenging. In this post, we explore a solution that uses generative artificial intelligence (AI) to generate …

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Test it out: an online shopping demo experience with Gemini and RAG

Earlier this year, tens of thousands of developers gathered in Las Vegas for Google Cloud Next ’24, which culminated in hundreds of sessions and over 200 announcements. During the Developer Keynote, we showcased how Gemini can help with the shopping experience of an online store. Let’s dive into this demo and how it all worked …

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Build a RAG-based QnA application using Llama3 models from SageMaker JumpStart

Organizations generate vast amounts of data that is proprietary to them, and it’s critical to get insights out of the data for better business outcomes. Generative AI and foundation models (FMs) play an important role in creating applications using an organization’s data that improve customer experiences and employee productivity. The FMs are typically pretrained on …