Trending Articles

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Mastering Data Normalization: A Comprehensive Guide

Data Science Dojo

Data normalizationsounds technical, right? But at its core, it simply means making data normal or well-structured. Now, that might sound a bit vague, so lets clear things up. But before diving into the details, lets take a quick step back and understand why normalization even became a thing in the first place. Think about itdata is everywhere. It powers business decisions, drives AI models, and keeps databases running efficiently.

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Chain of Draft Prompting with Gemini and Groq

Analytics Vidhya

Recent advancements in reasoning models, such as OpenAI’s o1 and DeepSeek R1, have propelled LLMs to achieve impressive performance through techniques like Chain of Thought (CoT). However, the verbose nature of CoT leads to increased computational costs and latency. A novel paper published by Zoom Communications presents a new prompting technique called Chain of Draft […] The post Chain of Draft Prompting with Gemini and Groq appeared first on Analytics Vidhya.

Analytics 194
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Airline Demand Between Canada & United States Collapses, Down 70%+

Hacker News

Recently, I wrote about how were seeing a general softening of demand for travel to the United States, for a variety of reasons. Theres no denying that the most contentious situation is between Canada and the United States, and we now have some data that shows just how extreme the change in demand is. Transborder flight bookings are down by 70%+ Weve known that travel demand between Canada and the United States has been decreasing, both by air and by roads.

Analytics 182
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Leaked data exposes a Chinese AI censorship machine

Flipboard

A complaint about poverty in rural China. A news report about a corrupt Communist Party member. A cry for help about corrupt cops shaking down entrepreneurs.

AI 181
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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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Fluidstack to Deploy Exascale GPU Clusters in Europe with NVIDIA, Borealis Data Center and Dell

insideBIGDATA

Fluidstack, an AI cloud platform, announced it is deploying and managing exascale clusters across Iceland and Europe in collaboration with Borealis Data Center, Dell Technologies and NVIDIA. Our mission has.

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Announcing Anthropic Claude 3.7 Sonnet is natively available in Databricks

databricks

Were excited to announce that Anthropic Claude 3.7 Sonnet is now natively available in Databricks across AWS, Azure, and GCP. For the first time, you.

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ROUGE: Decoding the Quality of Machine-Generated Text

Analytics Vidhya

Imagine an AI that can write poetry, draft legal documents, or summarize complex research papersbut how do we truly measure its effectiveness? As Large Language Models (LLMs) blur the lines between human and machine-generated content, the quest for reliable evaluation metrics has become more critical than ever. Enter ROUGE (Recall-Oriented Understudy for Gisting Evaluation), a […] The post ROUGE: Decoding the Quality of Machine-Generated Text appeared first on Analytics Vidhya.

Analytics 198
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First therapy chatbot trial shows AI can provide 'gold-standard' care

Flipboard

Dartmouth researchers conducted the first clinical trial of an AI-powered therapy chatbot and found that, on average, people with diagnosed mental disorders experienced clinically significant improvements in their symptoms over eight weeks, according to results published in& NEJM AI, a journal from the publishers of the New England Journal of Medicine.

AI 126
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VibE: A Visual Analytics Workflow for Semantic Error Analysis of CVML Models at Subgroup Level

Machine Learning Research at Apple

Effective error analysis is critical for the successful development and deployment of CVML models. One approach to understanding model errors is to summarize the common characteristics of error samples. This can be particularly challenging in tasks that utilize unstructured, complex data such as images, where patterns are not always obvious. Another method is to analyze error distributions across pre-defined categories, which requires analysts to hypothesize about potential error causes in advan

Analytics 130
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TAO: Using test-time compute to train efficient LLMs without labeled data

databricks

Large language models are challenging to adapt to new enterprise tasks. Prompting is error-prone and achieves limited quality gains, while fine-tuning requires large amounts of.

AI 321
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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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Scammers Steal $1T a Year – Mostly from Americans

Hacker News

Scammers operate everywherejob recruitment sites, across social media, on dating apps and in your text messages. Arguably the most hurtful and damaging of these scams is romance scams, where the perpetrator spends weeks or months seducing a victim and earning their trust before conning them out of as much money as they can get. While people are getting better at spotting these scams, scammers are constantly advancing, too.

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Top 13 Advanced RAG Techniques for Your Next Project

Analytics Vidhya

Can AI generate truly relevant answers at scale? How do we make sure it understands complex, multi-turn conversations? And how do we keep it from confidently spitting out incorrect facts? These are the kinds of challenges that modern AI systems face, especially those built using RAG. RAG combines the power of document retrieval with the […] The post Top 13 Advanced RAG Techniques for Your Next Project appeared first on Analytics Vidhya.

Analytics 195
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Building an Automatic Speech Recognition System with PyTorch & Hugging Face

KDnuggets

Check out this step-by-step guide to building a speech-to-text system with PyTorch & Hugging Face.

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Join The Data Movement Movement

Adrian Bridgwater for Forbes

Moving data is risky because data in transport mustn't end up in the wrong place & shouldn't be sent to machine entities that dont have access policy rights.

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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!

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Announcing Automatic Publishing to Power BI

databricks

Were excited to announce the Public Preview of the Microsoft Power BI task type in Databricks Workflows, available on Azure, AWS, and GCP. With this.

Power BI 259
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Matrix Calculus (For Machine Learning and Beyond)

Hacker News

This course, intended for undergraduates familiar with elementary calculus and linear algebra, introduces the extension of differential calculus to functions on more general vector spaces, such as functions that take as input a matrix and return a matrix inverse or factorization, derivatives of ODE solutions, and even stochastic derivatives of random functions.

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Google Gen AI Toolbox: A Python Library for SQL Databases

Analytics Vidhya

Google has introduced the Google Gen AI Toolbox for Databases, an open-source Python library designed to simplify database interaction with GenAI. By converting natural language queries into optimized SQL commands, the toolbox eliminates the complexities of SQL, making data retrieval more intuitive and accessible for both developers and non-technical users.

SQL 135
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Land Your Dream Machine Learning Job in 2025

KDnuggets

In this article, I will go through 5 pointers on how to help you secure your dream job.

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Optimizing The Modern Developer Experience with Coder

Many software teams have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth. This is where Coder comes in. In our 101 Coder webinar, you’ll explore how cloud-based development environments can unlock new levels of productivity. Discover how to transition from local setups to a secure, cloud-powered ecosystem with ease.

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AI Powers E-Commerce, But Scaling Up Presents Complex Hurdles

Dataconomy

E-commerce giants increasingly use artificial intelligence to power customer experiences, optimize pricing, and streamline logistics. However, an expert in the field says that scaling AI solutions to handle the massive volume of data and real-time demands of large platforms presents a complex set of architectural, data management, and ethical challenges.

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A Gentle Introduction to Attention and Transformer Models

Machine Learning Mastery

Transformer is a deep learning architecture that is very popular in natural language processing (NLP) tasks. It is a type of neural network that is designed to process sequential data, such as text. In this article, we will explore the concept of attention and the transformer architecture.

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Self-Supervised Learning from Images with JEPA

Hacker News

This paper demonstrates an approach for learning highly semantic image representations without relying on hand-crafted data-augmentations. We introduce the Image-based Joint-Embedding Predictive Architecture (I-JEPA), a non-generative approach for self-supervised learning from images. The idea behind I-JEPA is simple: from a single context block, predict the representations of various target blocks in the same image.

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5 Jobs AI Can’t Replace According to Bill Gates

Analytics Vidhya

Bill Gates recently appeared on The Tonight Show with Jimmy Fallon. They talked about his new book Source Code, his childhood, and 50 years of Microsoft. But the most powerful part of the conversation was about the future, especially the rise of AI and what it means for our jobs. Gates shared his thoughts in […] The post 5 Jobs AI Can’t Replace According to Bill Gates appeared first on Analytics Vidhya.

AI 135
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15 Modern Use Cases for Enterprise Business Intelligence

Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources. What are the top modern BI use cases for enterprise businesses to help you get a leg up on the competition?

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10 Pandas One-Liners for Data Cleaning

KDnuggets

Want to make data cleaning more enjoyable? These pandas one-liners for data cleaning will help you get more done with less!

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News Bytes 20250401: Oracle’s Big AMD GPU Buy, ASML in China, Quantum in the News, the Award Winning Hoefler

insideBIGDATA

Happy April Fools Day to you! Heres a quick (8:42) review of recent news from the world of HPC-AI, including: AMD MI355X to debut with a 30,000-GPU Oracle cluster, in the face of U.S. trade policy, ASML to open repair hub in China, EuroHPC-JUs CINECA selects 140-qubit Pasqal system, rising star Torsten.

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Synthetic food dyes: potential risks behind the rainbow

SAS Software

Many popular products from brightly colored candies and cereals to neon pickles to vibrant drinks get their eye-catching appeal from synthetic food dyes. But beneath their dazzling hues lies a complex, controversial web of science, regulation and risk. So, lets explore the history of synthetic food dyes and uncover potential [.] The post Synthetic food dyes: potential risks behind the rainbow appeared first on SAS Blogs.

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A Gentle Introduction to Graph Neural Networks in Python

Machine Learning Mastery

Graph neural networks (GNNs) can be pictured as a special class of neural network models where data are structured as graphs — both training data used to train the model and real-world data used for inference — rather than fixed-size vectors or grids like image, sequences, or instances of tabular data.

Python 229
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Marketing Operations in 2025: A New Framework for Success

Speaker: Mike Rizzo, Founder & CEO, MarketingOps.com and Darrell Alfonso, Director of Marketing Strategy and Operations, Indeed.com

Though rarely in the spotlight, marketing operations are the backbone of the efficiency, scalability, and alignment that define top-performing marketing teams. In this exclusive webinar led by industry visionaries Mike Rizzo and Darrell Alfonso, we’re giving marketing operations the recognition they deserve! We will dive into the 7 P Model —a powerful framework designed to assess and optimize your marketing operations function.

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Evaluating Toxicity in Large Language Models

Analytics Vidhya

How do we keep AI safe and helpful as it grows more central to our digital lives? Large language models (LLMs) have become incredibly advanced and widely used, powering everything from chatbots to content creation. With this rise, the need for reliable evaluation metrics has never been greater. One critical measure is toxicityassessing whether AI […] The post Evaluating Toxicity in Large Language Models appeared first on Analytics Vidhya.

Analytics 119
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Trae: Adaptive AI Code Editor

KDnuggets

In this article, we will explore Trae, a powerful adaptive AI code editor, its key features, setup process, and tips for maximizing productivity.

AI 236
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UiPath Launches Test Cloud to Bring AI Agents to Software Testing 

insideBIGDATA

UiPath (NYSE: PATH), an enterprise automation and AI software company, today announced the launch of UiPath Test Cloud, a new approach to software testing that uses AI to amplify tester productivity across the testing lifecycle, designed for.

AI 222
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What’s new with Data Sharing & Collaboration

databricks

Databricks enables organizations to securely share data, AI models, and analytics across teams, partners, and platforms without duplication or vendor lock-in. With Delta Sharing, Databricks.

Analytics 214
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Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

Speaker: Jay Allardyce, Deepak Vittal, Terrence Sheflin, and Mahyar Ghasemali

As we look ahead to 2025, business intelligence and data analytics are set to play pivotal roles in shaping success. Organizations are already starting to face a host of transformative trends as the year comes to a close, including the integration of AI in data analytics, an increased emphasis on real-time data insights, and the growing importance of user experience in BI solutions.