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This post explores deploying a text-to-SQL pipeline using generative AI models and Amazon Bedrock to ask natural language questions to a genomics database. We demonstrate how to implement an AI assistant web interface with AWS Amplify and explain the prompt engineering strategies adopted to generate the SQL queries. Finally, we present instructions to deploy the service in your own AWS account.
Playing Minesweeper with Augmented Reasoning
The post Tree of Thought Prompting: Teaching LLMs to Think Slowly appeared first on Towards Data Science.
We are excited to announce the availability of Gemma 3 27B Instruct models through Amazon Bedrock Marketplace and Amazon SageMaker JumpStart. In this post, we show you how to get started with Gemma 3 27B Instruct on both Amazon Bedrock Marketplace and SageMaker JumpStart, and how to use the model’s powerful instruction-following capabilities in your applications.
Google Photos is turning 10! To celebrate, here are some favorite tips, tricks and features.
In this post, we walk through building a full-stack application that processes multimodal content using Amazon Bedrock Data Automation, stores the extracted information in an Amazon Bedrock knowledge base, and enables natural language querying through a RAG-based Q&A interface.
In this post, we show you how to implement and evaluate three powerful techniques for tailoring FMs to your business needs: RAG, fine-tuning, and a hybrid approach combining both methods. We provid ready-to-use code to help you experiment with these approaches and make informed decisions based on your specific use case and dataset.
Researchers redesign a compact RNA-guided enzyme from bacteria, making it an efficient editor of human DNA.
The Dialogues stage at Google I/O 2025 brought together Google leaders and visionaries.
PhD student Sarah Alnegheimish wants to make machine learning systems accessible.
Engineers have developed a real-life Transformer that has the 'brains' to morph in midair, allowing the drone-like robot to smoothly roll away and begin its ground operations without pause. The increased agility and robustness of such robots could be particularly useful for commercial delivery systems and robotic explorers.
Rumi, an AI media company, has raised $4.7 million in a pre-seed funding round to transform passive media with rewards.
Separating AI reality from hyped-up fiction isn’t always easy. That’s why we’ve created the AI Hype Index—a simple, at-a-glance summary of everything you need to know about the state of the industry. Large language models confidently present their responses as accurate and reliable, even when they’re neither of those things. That’s why we’ve recently seen…
If your functions need comments to be understood, it’s probably time for a rewrite. Learn the key habits that make Python functions readable by design.
Large language models (LLMs) -- the advanced AI behind tools like ChatGPT -- are increasingly integrated into daily life, assisting with tasks such as writing emails, answering questions, and even supporting healthcare decisions. But can these models collaborate with others in the same way humans do? Can they understand social situations, make compromises, or establish trust? A new study reveals that while today's AI is smart, it still has much to learn about social intelligence.
Rufus, an AI-powered shopping assistant, relies on many components to deliver its customer experience including a foundation LLM (for response generation) and a query planner (QP) model for query classification and retrieval enhancement. This post focuses on how the QP model used draft centric speculative decoding (SD)—also called parallel decoding—with AWS AI chips to meet the demands of Prime Day. By combining parallel decoding with AWS Trainium and Inferentia chips, Rufus achieved two times faster response times, a 50% reduction in inference costs, and seamless scalability during peak traffic.
Akool Live Camera uses AI to capture human movement and mimic that movement with a generated virtual avatar in real time.
Explore list of top MCP servers that enable seamless integration of LLMs with tools like databases, APIs, communication platforms, and more, helping you automate workflows and enhance AI applications.
While I prefer “AI native” to describe the product development approach centered on AI that we’re trying to encourage at O’Reilly, I’ve sometimes used the term “AI first” in my communications with O’Reilly staff. And so I was alarmed and dismayed to learn that in the press, that term has now come to mean “using […]
By combining State-Space Models (SSMs) for efficient long-range dependency modeling with dense local attention for coherence, and using training strategies like diffusion forcing and frame local attention, researchers from Adobe Research successfully overcome the long-standing challenge of long-term memory in video generation.
The post Adobe Research Unlocking Long-Term Memory in Video World Models with State-Space Models first appeared on Synced.
AI logins, Claude talks, how-to's, AI jargon, dolphins, AI apps, and more...
Google is looking to compete in vibe coding with Stitch, which designs user interfaces (UIs) with one prompt.
Spott secures $3.2 million in funding to build an all-in-one AI-native recruitment platform that automates workflows and eliminates tech fragmentation for recruitment agencies seeking to focus on high-value activities.
With the rollout of voice mode, Anthropic continues to broaden Claude's functionality and accessibility to all users.
Fearing sweeping layoffs driven by AI and automation, elite consultants and high performers are turning to shadow AI for a competitive edge.
Explore how Bayesian Optimization outperforms Grid Search in efficiency and performance over binary classification tasks.
The post Bayesian Optimization for Hyperparameter Tuning of Deep Learning Models appeared first on Towards Data Science.
Amazon Bedrock Data Automation helps organizations streamline development and boost efficiency through customizable, multimodal analytics. It eliminates the heavy lifting of unstructured content processing at scale, whether for video or audio. The new capabilities make it faster to extract tailored, generative AI-powered insights like scene summaries, key topics, and customer intents from video and audio. This unlocks the value of unstructured content for use cases such as improving sales productivity and enhancing customer experience.
Explaining useful features every data analyst needs
The post How Microsoft Power BI Elevated My Data Analysis and Visualization Workflow appeared first on Towards Data Science.
Inspired by AlphaGo’s Move 37 — learn how agents explore, exploit, and win
The post Reinforcement Learning Made Simple: Build a Q-Learning Agent in Python appeared first on Towards Data Science.
For professionals like the Lead AI Engineer or Senior AI Engineer, the Mistral Agents API represents a powerful addition to their AI toolkit.
IOI Partners and Build a Rocket Boy dropped a new trailer on MindsEye, a new title coming on June 10 from the co-creator of Grand Theft Auto V.