Tue.Jan 21, 2025

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DeepSeek R1 vs OpenAI o1: Which One is Faster, Cheaper and Smarter?

Analytics Vidhya

The DeepSeek R1 has arrived, and it’s not just another AI modelit’s a significant leap in AI capabilities, trained upon the previously released DeepSeek-V3-Base variant. With the full-fledged release of DeepSeek R1, it now stands on par with OpenAI o1 in both performance and flexibility. What makes it even more compelling is its open weight […] The post DeepSeek R1 vs OpenAI o1: Which One is Faster, Cheaper and Smarter?

Analytics 367
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Beyond “Prompt and Pray”

O'Reilly on Data

TL;DR: Enterprise AI teams are discovering that purely agentic approaches (dynamically chaining LLM calls) dont deliver the reliability needed for production systems. The prompt-and-pray modelwhere business logic lives entirely in promptscreates systems that are unreliable, inefficient, and impossible to maintain at scale. A shift toward structured automation, which separates conversational ability from business logic execution, is needed for enterprise-grade reliability.

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Understanding MLOps with an End-To-End ZenML Project

Analytics Vidhya

The AI revolution is upon us, but in between this chaos a very critical question gets overlooked by most of us – How do we maintain these sophisticated AI systems? That’s where Machine Learning Operations (MLOps) comes into play. In this blog we will understand the importance of MLOps with ZenML, an open-source MLOps framework, […] The post Understanding MLOps with an End-To-End ZenML Project appeared first on Analytics Vidhya.

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Where CIOs should place their 2025 AI bets

CIO Business Intelligence

We may look back at 2024 as the year when LLMs became mainstream, every enterprise SaaS added copilot or virtual assistant capabilities, and many organizations got their first taste of agentic AI. CIOs were given significant budgets to improve productivity, cost savings, and competitive advantages with gen AI. AI at Wharton reports enterprises increased their gen AI investments in 2024 by 2.3 times compared to 2023 but forecasts lower increases over the next two to five years.

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Activating Intent Data for Sales and Marketing

Sales and marketing leaders have reached a tipping point when it comes to using intent data — and they’re not looking back. More than half of all B2B marketers are already using intent data to increase sales, and Gartner predicts this figure will grow to 70 percent. The reason is clear: intent can provide you with massive amounts of data that reveal sales opportunities earlier than ever before.

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DeepSeek R1 vs OpenAI o1 vs Sonnet 3.5: Battle of the Best LLMs

Analytics Vidhya

The day OpenAI released the o1 model, there was chatter everywhere that we are now closer to AGI than ever. While AGI (Artificial General Intelligence) still looms somewhere in the future, we do have the o1 model. However, it isnt really accessible to many, thanks to its whopping ticket price of $200 per month. Now […] The post DeepSeek R1 vs OpenAI o1 vs Sonnet 3.5: Battle of the Best LLMs appeared first on Analytics Vidhya.

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MongoDB Enhances Developer Data Platform

David Menninger's Analyst Perspectives

Despite all the interest in artificial intelligence (AI) and generative AI (GenAI), ISGs Buyers Guide for Data Platforms serves as a reminder of the ongoing importance of product experience functionality to address adaptability, manageability, reliability and usability. While new and emerging capabilities might catch the eye, features that address data platform security, performance and availability remain some of the most significant deal-breakers when enterprises are considering potential data

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AI and cybersecurity: A double-edged sword

CIO Business Intelligence

In the ever-changing landscape of digital threats, artificial intelligence (AI) has emerged as both a formidable ally and a dangerous adversary. As we navigate the complexities of our interconnected world, its becoming increasingly clear that AI is not just a tool, but a force thats reshaping the very nature of cybersecurity. The cybersecurity world has changed dramatically.

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Predicting Bitcoin Price in Real-Time using MLOps

Analytics Vidhya

Don’t know much about Bitcoin or its price fluctuations but want to make investment decisions to make profits? This machine learning model has your back. It can predict the prices way better than an astrologer. In this article, we will build an ML model for forecasting and predicting Bitcoin price, using ZenML and MLflow. So […] The post Predicting Bitcoin Price in Real-Time using MLOps appeared first on Analytics Vidhya.

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Delays in TSMC’s Arizona plant spark supply chain worries

CIO Business Intelligence

Taiwan Semiconductor Manufacturing Company (TSMC) has said it is unlikely to equip its new US plant in Arizona with its most advanced chip technology ahead of its Taiwan factories, raising concerns about supply-chain hurdles for tech companies. Speaking at a university event in Taiwan, TSMC CEO and Chairman C.C. Wei attributed the delays at TSMCs Arizona factory to a combination of complex compliance requirements, local construction regulations, and extensive permitting processes, according to a

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Say Goodbye to Slow Data: FireDucks is 125x Faster Than Pandas

Analytics Vidhya

Are you tired of staring at your screen, waiting for your Pandas code to process a large dataset? In the world of data science, efficiency is paramount. As datasets grow larger and more complex, the need for faster and more efficient tools becomes increasingly critical. If youve ever found yourself waiting endlessly for Pandas to […] The post Say Goodbye to Slow Data: FireDucks is 125x Faster Than Pandas appeared first on Analytics Vidhya.

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Revolutionize QA: GAPs AI-Driven Accelerators for Smarter, Faster Testing

GAP's AI-Driven QA Accelerators revolutionize software testing by automating repetitive tasks and enhancing test coverage. From generating test cases and Cypress code to AI-powered code reviews and detailed defect reports, our platform streamlines QA processes, saving time and resources. Accelerate API testing with Pytest-based cases and boost accuracy while reducing human error.

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El gasto en infraestructura ‘cloud’ se duplicó el tercer trimestre de 2024

CIO Business Intelligence

El gasto en infraestructuras de computacin y almacenamiento para despliegues en la nube ha alcanzado cotas sin precedentes, con un aumento interanual del 115,3% en el tercer trimestre de 2024. El gasto alcanz la asombrosa cifra de 57.300 millones de dlares, lo que pone de relieve el predominio de la infraestructura en la nube sobre los sistemas que no estn en la nube, a medida que las empresas aceleran sus inversiones en proyectos de inteligencia artificial (IA) y computacin de alto rendimiento

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Self-RAG: AI That Knows When to Double Check

Analytics Vidhya

Large language models possess transformative capabilities across various tasks but often produce responses with factual inaccuracies due to their reliance on parametric knowledge. Retrieval-Augmented Generation was introduced to address this by incorporating relevant external knowledge. However, conventional RAG methods retrieve a fixed number of passages without adaptability, leading to irrelevant or inconsistent outputs.

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Data Science Salaries & Job Market Analysis: From 2024 to 2025

KDnuggets

Data science is still among the best careers to choose from in terms of compensation, with data scientists earning higher than the average salary. Lets see what data professionals stand to earn in 2025.

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João Moura Dropped CrewAI Version Update 0.98.0 – Check Here!

Analytics Vidhya

CrewAI, a leading platform for AI-driven automation and agent development, continues to push the boundaries of what AI agents can achieve. With the release of version 0.98.0, CrewAI has introduced several significant features and improvements. In a recent tweet, Joo Moura highlighted the latest updates: Major CrewAI Update 0.98.0 These enhancements mark another step forward […] The post Joo MouraDropped CrewAI Version Update 0.98.0 – Check Here!

Analytics 207
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Predicting the Future of Sales: How AI and Automation Will Revolutionize Strategies

In this exploration, we're diving into predictions about the future of sales. We're talking about a complete shake-up powered by automation and artificial intelligence (AI). These aren't just fancy tools — they're real game-changers. Automation and AI are here to redefine every interaction, making them smarter, faster, and more meaningful. From personalized customer journeys to streamlined sales processes, the goal is to make every moment count, enhancing both efficiency and connection.

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How to Use groupby for Advanced Data Grouping and Aggregation in Pandas

KDnuggets

Learn how to perform advance grouping and aggregation in Pandas.

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Las empresas son más conscientes de la huella medioambiental de la IA generativa, pero tienen problemas para abordarla

CIO Business Intelligence

La i nteligencia artificial (IA) generativa tiene un creciente y significativo impacto negativo en el medioambiente. A pesar de ello, muchas organizaciones no estn haciendo un seguimiento adecuado de la huella que generan, lo que est poniendo en peligro sus objetivos ESG. Mientras las empresas sopesan su capacidad para impulsar el crecimiento del negocio frente al coste medioambiental de la tecnologa, el informe Desarrollando una Gen AI sostenible impulsado por el Instituto de Investigacin de Ca

IT 111
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Generate vector embeddings for your data using AWS Lambda as a processor for Amazon OpenSearch Ingestion

AWS Big Data

On Nov 22, 2024, Amazon OpenSearch Ingestion launched support for AWS Lambda processors. With this launch, you now have more flexibility enriching and transforming your logs, metrics, and trace data in an OpenSearch Ingestion pipeline. Some examples include using foundation models (FMs) to generate vector embeddings for your data and looking up external data sources like Amazon DynamoDB to enrich your data.

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En marcha QDQ-GEO: el primer sistema geoestacionario de distribución de clave cuántica por satélite

CIO Business Intelligence

Un paso adelante en materia de seguridad cuntica e innovacin tecnolgica para el sector aeroespacial. Thales Alenia Space, la joint venture constituida por Thales (67%) y Leonardo (33%), e Hispasat, el operador y proveedor de servicios por satlite de Redeia, han anunciado el arranque de la fase de desarrollo, construccin, verificacin y validacin del prototipo de QKD-GEO.

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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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Why Should CIOs Champion AI Literacy?

Dataiku

AI is rewriting the rules of organizational capability at lightning speed. Today's CIOs face a slightly more complex challenge: ensuring their organizations can effectively navigate the AI revolution without getting lost in translation.

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Transforme su Oficina de Gestión de Proyectos en un motor estratégico

CIO Business Intelligence

Hoy en da, muchas Project Management Office (Oficina de Gestin de Proyectos; de ahora en adelante PMO, por sus siglas en ingls) estn atrapadas en un enfoque anticuado y terico de la gestin de proyectos. Las capas de gobernanza y los procesos rgidos, aunque diseados por tericos bienintencionados, acaban empantanando las cosas en lugar de acelerar la entrega estratgica.

ROI 103
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O’Reilly Releases First Chapters of a New Book about Logical Data Management

Data Virtualization

Reading Time: 2 minutes In 2024, generative AI (GenAI) has entered virtually every sphere of technology. However, companies are still struggling to manage data effectively, to implement GenAI applications that deliver proven business value. Gartner predicts that by the end of this year, 30%. The post OReilly Releases First Chapters of a New Book about Logical Data Management appeared first on Data Management Blog - Data Integration and Modern Data Management Articles, Analysis and Information.

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스노우플레이크, 데이터 AI 역량 강화 학습 프로그램 발표 “100만 명 지원 목표”

CIO Business Intelligence

+ (One Million Minds+One Platform) AI , 2027 10 , 2029 100 AI . 2000 . , . CEO AI , IT . + . . , . 1 . , , , . AI . (ASEAN), , , , (LATAM), . , . 2025 2 (SnowPro) . dl-ciokorea@foundryco.

IT 98
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Enterprise ABM Marketing Tools: A Marketers Guide

Savvy B2B marketers know that a great account-based marketing (ABM) strategy leads to higher ROI and sustainable growth. In this guide, we’ll cover: What makes for a successful ABM strategy? What are the key elements and capabilities of ABM that can make a real difference? How is AI changing workflows and driving functionality? This Martech Intelligence Report on Enterprise Account-Based Marketing examines the state of ABM in 2024 and what to consider when implementing ABM software.

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Overcoming Challenges in Scaling Data Analytics: Insights from Transformation Leaders

Aryng

Lessons Learned from Real-World Experiences The journey to scaling data analytics capabilities the ability to general business value from data – is fraught with challenges, as many digital transformation leaders can attest. Through their stories, we gain insights into the primary reasons that impede progress and how these obstacles can be overcome.

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Balancing the costs and opportunities of GenAI adoption

CIO Business Intelligence

Generative AI (GenAI) is reshaping how businesses operate, offering unprecedented opportunities for greater efficiency, streamlined operations, revolutionized customer service, and enhanced decision-making. But alongside its promise of significant rewards also comes significant costs and often unclear ROI. For CIOs tasked with managing IT budgets while driving technological innovation, balancing these costs against the benefits of GenAI is essential.

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LightRAG: Simple and Fast Alternative to GraphRAG

Analytics Vidhya

As Large Language Models continue to evolve at a fast pace, enhancing their ability to leverage external knowledge has become a major challenge. Retrieval-Augmented Generation techniques improve model output by integrating relevant information during generation, but traditional RAG systems can be complex and resource-heavy. To address this, the HKU Data Science Lab has developed LightRAG, […] The post LightRAG: Simple and Fast Alternative to GraphRAG appeared first on Analytics Vidhya.

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ServiceOps: Unleashing a new AI agent to reduce change failures in complex systems

CIO Business Intelligence

Agentic AI promises to transform enterprise IT work. For CIOs and IT leaders, this means improved operational efficiency, data-driven decision making and accelerated innovation. Agentic AIs ability to assess changing conditions in service operations (ServiceOps) and proactively recommend steps to reduce change failures sets the technology apart from traditional AI and automation tools.

Risk 98
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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.

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AI Agents and Business Processes: The Overlap We’re Overlooking?

Timo Elliott

You have surely heard all the buzz about AI agents revolutionizing how businesses operate. But isnt the work of designing AI agents fundamentally similar to defining business processes? And if so, could existing tools for business process management (BPM) be the key to unlocking AI’s full potential? I think the answer is a resounding yes. AI agents and business processes are not just relatedtheyre deeply intertwined.

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Streamline automation procurement with Red Hat and AWS Marketplace

CIO Business Intelligence

In todays fast-paced digital landscape, organizations are under constant pressure to adopt new technologies quickly, manage costs effectively, and maintain robust security and compliance standards. Theyre also under tremendous pressure to build, manage, and scale IT automation across the organization. The Red Hat Ansible Automation Platform, available as both self-managed and fully managed solutions, is available through the Amazon Web Services (AWS) Marketplace, enabling streamlined access to t

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CIOs demand simplicity: Why IT leaders are prioritizing platforms that unify networking, security and AI

CIO Business Intelligence

The IT environment is growing ever more complex at an increasingly rapid rate. With wireless networks, wired networks, multiple clouds, containers, applications, and thousands of new devices, its difficult for IT teams to see the forest for the trees, and gaining a holistic view of the entire environment is impossible when admins are working with multiple, discrete management tools.

IT 98
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What CIOs should know when assessing Oracle 23ai

CIO Business Intelligence

Youve probably seen promotions and heard talk about Oracle 23ai. Its promise of AI-driven features and enhanced capabilities sound easy to access, but is it so linear? And is it the right move for your organization? Weve outlined three need-to-knows for CIOs who are assessing whether Oracle Database 23ai is worth the hype. The path may be a multi-step upgrade marathon Upgrading is a process that demands time, effort, testing, and yes, downtime.

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4 AI Hacks to Make Sales Teams More Efficient

Over the last two years, there’s been a 76 percent increase in AI adoption across sales organizations. The reason for its rise? AI increases teams’ productivity by predicting and automating actions that require manual effort. In other words, the research that takes reps hours, AI can do in seconds. For sales teams, AI opens up a world of new possibilities, including automating outreach, identifying best-fit buyers, and keeping CRMs flush with fresh data.