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F1 Score: A Key Metric in LLM Evaluation

Data Science Dojo

Evaluating the performance of Large Language Models (LLMs) is an important and necessary step in refining it. LLMs are used in solving many different problems ranging from text classification and information extraction. Choosing the correct metrics to measure the performance of an LLM can greatly increase the effectiveness of the model. In this blog, we will explore one such crucial metric the F1 score.

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What Are Large Language Models? A Beginner’s Guide for 2025

KDnuggets

Curious about what LLMs are and want to know about them? Explore the Full Guide Right Here, Right Now!

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Building a Medical Chatbot with Gemini 2.0, Flask and Vector Embedding

Analytics Vidhya

In the era of AI, chatbots have revolutionized how we interact with technology. Perhaps one of the most impactful uses is in the healthcare industry. Chatbots are able to deliver fast, accurate information, and help individuals more effectively manage their health. In this article, we’ll learn how to develop a medical chatbot using Gemini 2.0, […] The post Building a Medical Chatbot with Gemini 2.0, Flask and Vector Embedding appeared first on Analytics Vidhya.

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Announcing egress control for your Databricks serverless and Mosaic AI Model Serving workloads

databricks

We are excited to announce that egress control for Databricks serverless and Mosaic AI Model Serving workloads is available in Public Preview on.

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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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New Freedoms In Bring Your Own Cloud?

Adrian Bridgwater for Forbes

Bring your own cloud is a deployment model that enables a business to host applications and data in their own cloud accounts with zero access from the cloud vendor.

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Why “Living Intelligence” Is the Next Big Thing

Flipboard

AI is merely one facet of a sweeping technological change underway, and companies that fail to recognize the importance of other converging technologies risk being left behind. Two other technologies advanced sensors and biotechnology are less visible, though no less important, and have been quietly advancing. Soon, the convergence of these three technologies is going to underpin a new reality that will shape the future decisions of every leader across industries.

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7 Agentic RAG System Architectures to Build AI Agents

Analytics Vidhya

For me, 2024 has been a year when I was not just using LLMs for content generation but also understanding their internal working. In this quest to learn about LLMs, RAG and more, I discovered the potential of AI Agentsautonomous systems capable of executing tasks and making decisions with minimal human intervention. Going back to […] The post 7 Agentic RAG System Architectures to Build AI Agents appeared first on Analytics Vidhya.

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How Aon Reinsurance Solutions is Leveraging Databricks Delta Sharing to Help Make Better Decisions

databricks

Aon plc is a leading global firm providing risk, reinsurance, retirement, and health solutions. Focusing on data-driven insights, Aon operates in over 120.

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Wonder Plumbers, Why Data Engineers Are The Unsung Heroes

Adrian Bridgwater for Forbes

The drive to encourage students (and anyone keen to learn) throughout the computer science industry is dominated by messaging designed to encourage people to gain cert.

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5 Common Mistakes to Avoid When Training LLMs

Machine Learning Mastery

Introduction Training large language models (LLMs) is an involved process that requires planning, computational resources, and domain expertise. Data scientists, machine learning practitioners, and AI engineers alike can fall into common training or fine-tuning patterns that could compromise a model’s performance or scalability.

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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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Getting Started with the Data Engineer Handbook

KDnuggets

Kickstart your data engineering career with an expert guide available on GitHub.

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Fine-tuning an LLM to Write Like You on OpenAI Platform vs Google AI Studio

Analytics Vidhya

Fine-tuning large language models (LLMs) is an essential technique for customizing LLMs for specific needs, such as adopting a particular writing style or focusing on a specific domain. OpenAI and Google AI Studio are two major platforms offering tools for this purpose, each with distinct features and workflows. In this article, we will examine how […] The post Fine-tuning an LLM to Write Like You on OpenAI Platform vs Google AI Studio appeared first on Analytics Vidhya.

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Introducing Collations to Databricks

databricks

SELECT 'Hello world!' COLLATE UNICODE, 'Zdravo svete!' COLLATE SR, ' , !' COLLATE EL, ', !' COLLATE RU, ', !' COLLATE ZH, 'Bonjour.

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What Companies Succeeding with AI Do Differently

Flipboard

In 2021, researchers at MIT and McKinsey teamed up to ask more than 100 companies how they were using AI in their operations and to learn what separated the highest-performing companies from the rest. They conducted a similar survey in 2023 to see what had changed. They found that the gap between leading companies and the rest had widened; that the payback-period for AI investments was much shorter; and that leading companies were better at identifying and implementing use cases that delivered p

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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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Nvidia at CES: Omniverse Blueprint for Industry, Generative Physical AI, Access to Blackwells, Cosmos Model for Physical AI

insideBIGDATA

Nvidia issued its anticipated raft of news at CES this week, heres an overview of announcements for the HPC-AI sector: Mega Omniverse Blueprint for Industrial Robot Fleet Digital Twins The company said Mega is an omniverse framework for next-gen industrial AI and robot simulation through software-defined testing and optimization of factories and warehouses.

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5 Free Courses to Master Data Wrangling with Python

KDnuggets

Do you want to learn data wrangling with Python on a budget? No worries, there are (at least) five free courses thatll provide you with solid knowledge.

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AWS CloudFormation: Simplifying Cloud Deployments

Analytics Vidhya

In this article, well explore how AWS CloudFormation simplifies setting up and managing cloud infrastructure. Instead of manually creating resources like servers or databases, you can write down your requirements in a file, and CloudFormation does the heavy lifting for you. This approach, known as Infrastructure as Code (IaC), saves time, reduces errors, and ensures […] The post AWS CloudFormation: Simplifying Cloud Deployments appeared first on Analytics Vidhya.

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MLOps Best Practices - MLOps Gym: Crawl

databricks

Introduction MLOps is an ongoing journey, not a once-and-done project. It involves a set of practices and organizational behaviors, not just individual tools.

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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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Blue Origin New Glenn Mission NG-1 – Live

Hacker News

Blue Origin was founded by Jeff Bezos with the vision of enabling a future where millions of people are living and working in space for the benefit of Earth.

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Elon Musk agrees that we’ve exhausted AI training data

Flipboard

Elon Musk concurs with other AI experts that theres little real-world data left to train AI models on. Weve now exhausted basically the cumulative sum of human knowledge .

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How to Use dataframe.map() for Element-wise Operations in Pandas

KDnuggets

Element-wise operations are a crucial part of data preprocessing in Pandas. Learn how to perform them with practical examples using the DataFrame.map() function.

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Srikanth Velamakanni’s 2024 AI Predictions – Hit or Miss?

Analytics Vidhya

As we leap into 2025, AI is sprinting ahead, reshaping industries, careers, and how we live. Back in 2024, Srikanth Velamakanni, Fractal.ais co-founder, made bold AI predictions. Did they hit the mark? Let’s find out! Srikanth Velamakanni’s 2024 Predictions The first five predictions focused on Large Language Models (LLMs) and Foundation Models.

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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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Databricks on Databricks - Transforming the Sales Experience using GenAI Agents

databricks

At Databricks, our automation vision is to automate all aspects of the business, making it better, faster, and cheaper. For the sales teams.

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The Consensus on Havana Syndrome Is Cracking

Hacker News

After long denying the possibility, some intelligence agencies are no longer willing to rule out a mystery weapon.

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OpenAI CEO Sam Altman denies sexual abuse allegations made by his sister in lawsuit

Flipboard

OpenAI CEO Sam Altman's sister, Ann Altman, filed a lawsuit on Monday, alleging that her brother sexually abused her regularly between the years of

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Implementing Data Quality Assurance in Data Science Pipelines with Great Expectations

KDnuggets

This article shows how to use Great Expectations to check data quality in data science projects.

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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.

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Top 9 Upvoted Papers on Hugging Face

Analytics Vidhya

The field of artificial intelligence is changing rapidly. Therefore, to keep abreast of the most recent research, reviewing Papers on Hugging Face is essential. Hugging Face has created a unique space where researchers not only share their work but can also engage with the community by upvoting, commenting, and discussing with others. This platform helps […] The post Top 9 Upvoted Papers on Hugging Face appeared first on Analytics Vidhya.

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41% of global firms plan layoffs by 2030 due to AI

Dataconomy

According to a World Economic Forum survey, 41% of global firms plan to implement workforce reductions by 2030 as a result of advancements in artificial intelligence (AI). The survey indicates a trend toward significant workforce changes as companies look to integrate AI into their strategies between 2025 and 2030. The World Economic Forums Future of Jobs Report reveals that 77% of the surveyed companies intend to retrain and upskill their existing workforce to work alongside AI systems.

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Russia's Hidden War Debt

Hacker News

Moscow has been stealthily funding much of its war costs with risky, off-budget financing overlooked by the West. That funding is now under pressure, offering new leverage to Ukraine and its allies.

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Instagram Begins Randomly Showing Users AI-Generated Images of Themselves

Flipboard

Meta AI put a Redditor into "an endless maze of mirrors" as part of a new AI feature it is testing.

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The Cloud Development Environment Adoption Report

Cloud Development Environments (CDEs) are changing how software teams work by moving development to the cloud. Our Cloud Development Environment Adoption Report gathers insights from 223 developers and business leaders, uncovering key trends in CDE adoption. With 66% of large organizations already using CDEs, these platforms are quickly becoming essential to modern development practices.