Sat.Mar 15, 2025 - Fri.Mar 21, 2025

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@HPCpodcast: Live from GTC 2025, Among the Crowds for the New AI Compute Landscape

insideBIGDATA

[link] In what is becoming an annual tradition for the @HPCpodcast, we present “Live from Nvidia GTC 2025,” covering highlights from the Nvidia extravaganza with an AI-everywhere theme.

AI 259
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Evaluating LLMs Series Part 1: Evaluating Language Models with BLEU Metric

Analytics Vidhya

In artificial intelligence, evaluating the performance of language models presents a unique challenge. Unlike image recognition or numerical predictions, language quality assessment doesn’t yield to simple binary measurements. Enter BLEU (Bilingual Evaluation Understudy), a metric that has become the cornerstone of machine translation evaluation since its introduction by IBM researchers in 2002.

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Chaos in Cloudflare’s Lisbon office: securing the Internet with wave motion

Hacker News

Over the years, Cloudflare has gained fame for many things, including our technical blog, but also as a tech company securing the Internet using lava lamps , a story that began as a research/science project almost 10 years ago. In March 2025, we added another layer to its legacy: a "wall of entropy" made of 50 wave machines in constant motion at our Lisbon office, the company's European HQ.

AI 173
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Nvidia announces “Rubin Ultra” and “Feynman” AI chips for 2027 and 2028

Flipboard

On Tuesday at Nvidia's GTC 2025 conference in San Jose, California, CEO Jensen Huang revealed several new AI-accelerating GPUs the company plans to release over the coming months and years. He also revealed more specifications about previously announced chips. The centerpiece announcement was Vera Rubin, first teased at Computex 2024 and now scheduled for release in the second half of 2026.

AI 172
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What’s New in Apache Airflow® 3.0—And How Will It Reshape Your Data Workflows?

Speaker: Tamara Fingerlin, Developer Advocate

Apache Airflow® 3.0, the most anticipated Airflow release yet, officially launched this April. As the de facto standard for data orchestration, Airflow is trusted by over 77,000 organizations to power everything from advanced analytics to production AI and MLOps. With the 3.0 release, the top-requested features from the community were delivered, including a revamped UI for easier navigation, stronger security, and greater flexibility to run tasks anywhere at any time.

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Improving Recommender Systems & Search in the Age of LLMs

Eugene Yan

Model architectures, data generation, training paradigms, and unified frameworks inspired by LLMs.

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Why RAG Systems Fail and How to Fix Them

Analytics Vidhya

Retrieval-Augmented Generation (RAG) enhances large language models (LLMs) by integrating external knowledge, making responses more informative and context-aware. However, RAG fails in many scenarios, affecting its ability to generate accurate and relevant outputs. These issues in RAG systems impact applications in various domains, from customer support to research and content generation.

Analytics 196

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Inching towards AGI: How reasoning and deep research are expanding AI from statistical prediction to structured problem-solving

Flipboard

GUEST: AI has evolved at an astonishing pace. What seemed like science fiction just a few years ago is now an undeniable reality. Back in 2017, my firm launched an AI Center of Excellence.

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Using Claude 3.7 Locally

KDnuggets

Learn how to integrate the Claude 3.7 model into the Msty application and VSCode as the AI assistant you need for your workspace.

AI 297
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10 NVIDIA GTC 2025 Announements that You Must Know

Analytics Vidhya

I still remember last year’s NVIDIA GTC, Jensen Huang with its visionary approach along with a touch of humour introduced the developers with promises to redefine technology. From Blackwell architecture, Generative AI with NIM, GB200 AI Chip to Project Groot and other things, we got a glimpse into the future of technology. Now the future […] The post 10 NVIDIA GTC 2025 Announements that You Must Know appeared first on Analytics Vidhya.

Analytics 241
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Darker Than a Dark Pool? Welcome to Wall Street's 'Private Rooms'

Hacker News

(Bloomberg) -- Wall Streets infamous dark pools are getting even darker.

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Agent Tooling: Connecting AI to Your Tools, Systems & Data

Speaker: Alex Salazar, CEO & Co-Founder @ Arcade | Nate Barbettini, Founding Engineer @ Arcade | Tony Karrer, Founder & CTO @ Aggregage

There’s a lot of noise surrounding the ability of AI agents to connect to your tools, systems and data. But building an AI application into a reliable, secure workflow agent isn’t as simple as plugging in an API. As an engineering leader, it can be challenging to make sense of this evolving landscape, but agent tooling provides such high value that it’s critical we figure out how to move forward.

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Automate IT operations with Amazon Bedrock Agents

Flipboard

IT operations teams face the challenge of providing smooth functioning of critical systems while managing a high volume of incidents filed by end-users. Manual intervention in incident management can be time-consuming and error prone because it relies on repetitive tasks, human judgment, and potential communication gaps. Using generative AI for IT operations offers a transformative solution that helps automate incident detection, diagnosis, and remediation, enhancing operational efficiency.

AWS 163
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Bias Detection in LLM Outputs: Statistical Approaches

Machine Learning Mastery

Natural language processing models including the wide variety of contemporary large language models (LLMs) have become popular and useful in recent years as their application to a wide variety of problem domains have become increasingly capable, especially those related to text generation.

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Enhancing Code Quality with LangGraph Reflection

Analytics Vidhya

The LangGraph Reflection Framework is a type of agentic framework which offers a powerful way to improve language model outputs through an iterative critique process using Generative AI. This article breaks down how to implement a reflection agent that validates Python code using Pyright and improves its quality using GPT-4o mini. AI agents play a crucial role […] The post Enhancing Code Quality with LangGraph Reflection appeared first on Analytics Vidhya.

Python 182
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Pen and Paper Exercises in Machine Learning

Hacker News

This is a collection of (mostly) pen-and-paper exercises in machine learning. The exercises are on the following topics: linear algebra, optimisation, directed graphical models, undirected graphical models, expressive power of graphical models, factor graphs and message passing, inference for hidden Markov models, model-based learning (including ICA and unnormalised models), sampling and Monte-Carlo integration, and variational inference.

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How to Modernize Manufacturing Without Losing Control

Speaker: Andrew Skoog, Founder of MachinistX & President of Hexis Representatives

Manufacturing is evolving, and the right technology can empower—not replace—your workforce. Smart automation and AI-driven software are revolutionizing decision-making, optimizing processes, and improving efficiency. But how do you implement these tools with confidence and ensure they complement human expertise rather than override it? Join industry expert Andrew Skoog as he explores how manufacturers can leverage automation to enhance operations, streamline workflows, and make smarter, data-dri

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Getting Started with Python and FastAPI: A Complete Beginner’s Guide

Flipboard

Home Table of Contents Getting Started with Python and FastAPI: A Complete Beginner’s Guide Introduction to FastAPI Python What Is FastAPI? Core Features Key Benefits of FastAPI High Performance Reduced Development Time Fewer Bugs Scalability Ease of Use Setting Up FastAPI Installing FastAPI and Uvicorn Run the Installation Command What This Does Verify the Installation Running a Basic Server Why Do You Need FastAPI Uvicorn?

Python 152
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Do I Need to Learn MicroPython as a Data Scientist?

KDnuggets

A simple guide that tells you what you need to know about MicroPython and why you should use it as a Data Scientist

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How to Choose the Right Embedding for Your RAG Model

Analytics Vidhya

Imagine a journalist piecing together a storynot just relying on memory but searching archives and verifying facts. Thats how a Retrieval-Augmented Generation (RAG) model works, retrieving real-time knowledge for better accuracy. Just like strong research skills, choosing the best embedding for the RAG model is also crucial for retrieving and ranking relevant information.

Analytics 225
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SmolDocling: An ultra-compact VLM for end-to-end multi-modal document conversion

Hacker News

We introduce SmolDocling, an ultra-compact vision-language model targeting end-to-end document conversion. Our model comprehensively processes entire pages by generating DocTags, a new universal markup format that captures all page elements in their full context with location. Unlike existing approaches that rely on large foundational models, or ensemble solutions that rely on handcrafted pipelines of multiple specialized models, SmolDocling offers an end-to-end conversion for accurately capturi

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Automation, Evolved: Your New Playbook for Smarter Knowledge Work

Speaker: Frank Taliano

Documents are the backbone of enterprise operations, but they are also a common source of inefficiency. From buried insights to manual handoffs, document-based workflows can quietly stall decision-making and drain resources. For large, complex organizations, legacy systems and siloed processes create friction that AI is uniquely positioned to resolve.

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STAT+: New Stanford tool evaluates AI models on tasks that actually matter in health care

Flipboard

Harvard Medical School professor Isaac Kohane remembers being asked, when he was a trainee doctor, to diagnose a child with low blood sugar in the intensive care unit. He delivered a beautifully comprehensive list of everything it could possibly be, he recalled — “Mwah!” Then his attending asked him a simple question: “When were the IVs switched?

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Building Agentic Application Using Streamlit and Langchain

KDnuggets

By combining AI agents, you can build an application that not only answers questions and searches the internet but also performs computations and visualizes data effectively.

AI 286
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How to Integrate yFiles with LlamaIndex for Knowledge Graph Visualization?

Analytics Vidhya

yFiles is a powerful SDK designed to simplify the visualization of complex networks and data relationships. When combined with LlamaIndex, it becomes a powerful tool for visualizing and interacting with knowledge graphs in real time. This guide walks you through the integration process, highlights essential steps, and demonstrates key features for an impactful, useful and […] The post How to Integrate yFiles with LlamaIndex for Knowledge Graph Visualization?

Analytics 225
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Intelligent healthcare assistants: Empowering stakeholders with personalized support and data-driven insights

AWS Machine Learning Blog

Large language models (LLMs) have revolutionized the field of natural language processing, enabling machines to understand and generate human-like text with remarkable accuracy. However, despite their impressive language capabilities, LLMs are inherently limited by the data they were trained on. Their knowledge is static and confined to the information they were trained on, which becomes problematic when dealing with dynamic and constantly evolving domains like healthcare.

AWS 121
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The 2nd Generation of Innovation Management: A Survival Guide

Speaker: Chris Townsend, VP of Product Marketing, Wellspring

Over the past decade, companies have embraced innovation with enthusiasm—Chief Innovation Officers have been hired, and in-house incubators, accelerators, and co-creation labs have been launched. CEOs have spoken with passion about “making everyone an innovator” and the need “to disrupt our own business.” But after years of experimentation, senior leaders are asking: Is this still just an experiment, or are we in it for the long haul?

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Study finds AI-generated meme captions funnier than human ones on average

Flipboard

A new study examining meme creation found that AI-generated meme captions on existing famous meme images scored higher on average for humor, creativity, and "shareability" than those made by people. Even so, people still created the most exceptional individual examples. The research, which will be presented at the 2025 International Conference on Intelligent User Interfaces , reveals a nuanced picture of how AI and humans perform differently in humor creation tasks.

AI 179
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How Real Companies are Using AI to Boost Efficiency

KDnuggets

Curious how AI is actually changing the game for real businesses? This article breaks down how companies are using AI to make smarter decisions and run more efficiently.

AI 285
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Nvidia’s GTC 2025 Announcements That Shook the Stock Market

Analytics Vidhya

Nvidias annual GPU Technology Conference (GTC) has long been a highlight for the AI community. At this years event, Nvidia CEO Jensen Huang unveiled a roadmap of new products and innovations aimed at scaling up artificial intelligence. This included nextgeneration AI chips – Blackwell Ultra, Vera Rubin, etc., accelerated inferencing software, and even future breakthroughs […] The post Nvidias GTC 2025 Announcements That Shook the Stock Market appeared first on Analytics Vidhya.

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Pushing the Boundaries of AI-based Lossy Compression

IBM Data Science in Practice

A CVPR EARTHVISION Data Challenge by Embed2Scale Modern compression methods redefine the way we handle and analyze satellite imagery. In this article, we introduce the 2025 CVPR EARTHVISION Data Challenge an initiative by the Horizon Europe Embed2Scale consortium to advance neural compression for Earth Observation data. EvalAI Challenge portal , accessible via: [link] Background: Neural Compression for Earth Observation For a comprehensive review of the topic, please read our latest publicatio

AI 130
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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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Why startups should pay attention to ‘vibe coding’ — and approach with caution

Flipboard

(BigStock Image) There’s a trendy new term going around startup circles that is sparking questions about how AI coding tools could change the way early stage tech companies are built. Andrej Karpathy , co-founder of OpenAI and a Stanford Ph.D., established the phrase “vibe coding” in a post on X last month. “There’s a new kind of coding I call ‘vibe coding,’ where you fully give in to the vibes, embrace exponentials, and forget that the code even exists,

AI 162
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A Gentle Introduction to Transformers Library

Machine Learning Mastery

Transformers is an architecture of machine learning models that uses the attention mechanism to process data. Many models are based on this architecture, like GPT, BERT, T5, and Llama. A lot of these models are similar to each other.

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OpenAI’s Audio Models: How to Access, Features, Applications, and More

Analytics Vidhya

OpenAI has recently unveiled a suite of next-generation audio models, enhancing the capabilities of voice-enabled applications. These advancements include new speech-to-text (STT) and text-to-speech (TTS) models, offering developers more tools to create sophisticated voice agents. These advanced voice models, released on API, enable developers worldwide to build flexible and reliable voice agents much more easily. […] The post OpenAIs Audio Models: How to Access, Features, Applications, an

Analytics 200
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Build a generative AI enabled virtual IT troubleshooting assistant using Amazon Q Business

AWS Machine Learning Blog

Todays organizations face a critical challenge with the fragmentation of vital information across multiple environments. As businesses increasingly rely on diverse project management and IT service management (ITSM) tools such as ServiceNow, Atlassian Jira and Confluence, employees find themselves navigating a complex web of systems to access crucial data.

AWS 120
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Apache Airflow® Best Practices: DAG Writing

Speaker: Tamara Fingerlin, Developer Advocate

In this new webinar, Tamara Fingerlin, Developer Advocate, will walk you through many Airflow best practices and advanced features that can help you make your pipelines more manageable, adaptive, and robust. She'll focus on how to write best-in-class Airflow DAGs using the latest Airflow features like dynamic task mapping and data-driven scheduling!