Tue.Nov 19, 2024

article thumbnail

Unbundling the Graph in GraphRAG

O'Reilly on Data

One popular term encountered in generative AI practice is retrieval-augmented generation (RAG). Reasons for using RAG are clear: large language models (LLMs), which are effectively syntax engines, tend to “hallucinate” by inventing answers from pieces of their training data. The haphazard results may be entertaining, although not quite based in fact.

article thumbnail

Build Agents the Atomic Way!

Analytics Vidhya

AI agents are intelligent programs that perform tasks autonomously, transforming various industries. As AI agents gain popularity, various frameworks have emerged to simplify their development and integration. Atomic Agents is one of the newer entries in this space, designed to be lightweight, modular, and easy to use. Atomic Agents provides a hands-on, transparent approach, allowing […] The post Build Agents the Atomic Way!

Analytics 208
Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Agentic AI design: An architectural case study

CIO Business Intelligence

From obscurity to ubiquity, the rise of large language models (LLMs) is a testament to rapid technological advancement. Just a few short years ago, models like GPT-1 (2018) and GPT-2 (2019) barely registered a blip on anyone’s tech radar. But with the advent of GPT-3 in 2020, LLMs exploded onto the scene, captivating the world’s attention and forever altering the landscape of artificial intelligence (AI), and in the process, becoming an essential part of our everyday computing lives.

Testing 135
article thumbnail

Make Your Own Video Game in 7 Easy Steps!

Analytics Vidhya

Rapid progress in artificial intelligence has transformed creative sectors such as content creation, image generation, and music generation. AI is projected to contribute over $15.7 trillion to the global economy by 2030, and the gaming industry is an integral part of this growth. According to Allied Market Research’s Report, the AI in the video games market alone […] The post Make Your Own Video Game in 7 Easy Steps!

Marketing 208
article thumbnail

State of AI in Sales & Marketing 2025

AI adoption is reshaping sales and marketing. But is it delivering real results? We surveyed 1,000+ GTM professionals to find out. The data is clear: AI users report 47% higher productivity and an average of 12 hours saved per week. But leaders say mainstream AI tools still fall short on accuracy and business impact. Download the full report today to see how AI is being used — and where go-to-market professionals think there are gaps and opportunities.

article thumbnail

Bigeye Enable Monitoring, Quality and Lineage of Data

David Menninger's Analyst Perspectives

I previously explained that data observability software has become a critical component of data-driven decision-making. Data observability addresses one of the most significant impediments to generating value from data by providing an environment for monitoring the quality and reliability of data on a continual basis. Maintaining quality and trust is a perennial data management challenge, the importance of which has come into sharper focus in recent years thanks to the rise of artificial intelli

article thumbnail

A Comprehensive Guide to Output Parsers

Analytics Vidhya

Output parsers are essential for converting raw, unstructured text from language models (LLMs) into structured formats, such as JSON or Pydantic models, making it easier for downstream tasks. While function or tool calling can automate this transformation in many LLMs, output parsers are still valuable for generating structured data or normalizing model outputs.

More Trending

article thumbnail

Introducing Amazon MWAA micro environments for Apache Airflow

AWS Big Data

Amazon Managed Workflows for Apache Airflow (Amazon MWAA), is a managed Apache Airflow service used to extract business insights across an organization by combining, enriching, and transforming data through a series of tasks called a workflow. It enhances infrastructure security and availability while reducing operational overhead. Today, we’re excited to announce mw1.micro, the latest addition to Amazon MWAA environment classes.

Metadata 111
article thumbnail

Comprehensive data management for AI: The next-gen data management engine that will drive AI to new heights

CIO Business Intelligence

All industries and modern applications are undergoing rapid transformation powered by advances in accelerated computing, deep learning, and artificial intelligence. The next phase of this transformation requires an intelligent data infrastructure that can bring AI closer to enterprise data. The challenges of integrating data with AI workflows When I speak with our customers, the challenges they talk about involve integrating their data and their enterprise AI workflows.

article thumbnail

Manage access controls in generative AI-powered search applications using Amazon OpenSearch Service and Amazon Cognito

AWS Big Data

Organizations of all sizes and types are using generative AI to create products and solutions. A common adoption pattern is to introduce document search tools to internal teams, especially advanced document searches based on semantic search. In semantic search, documents are stored as vectors, a numeric representation of the document content, in a vector database such as Amazon OpenSearch Service , and are retrieved by performing similarity search with a vector representation of the search query

article thumbnail

He aquí 11 maneras de garantizar la alineación entre TI y Negocio

CIO Business Intelligence

La mayoría de los ejecutivos de TI y de negocios reconocen la necesidad de una alineación estrecha. Entienden que sus estrategias, capacidades, recursos y sistemas de gestión deben configurarse para respaldar el propósito y los objetivos generales de la empresa. Pero el desafío que enfrentan muchos ejecutivos es que tienden a centrarse en cómo su área en particular se alinea con los objetivos generales, excluyendo otras facetas de la organización.

KPI 109
article thumbnail

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

article thumbnail

10 Python Libraries Every Data Analyst Should Know

KDnuggets

Interested in data analytics? Here's a list of Python libraries you cannot do without.

article thumbnail

Cloud analytics migration: how to exceed expectations

CIO Business Intelligence

A cloud analytics migration project is a heavy lift for enterprises that dive in without adequate preparation. If expectations around the cost and speed of deployment are unrealistically high, milestones are missed, and doubt over potential benefits soon takes root. But this scenario is avoidable. The right tools and technologies can keep a project on track, avoiding any gap between expected and realized benefits.

article thumbnail

Understanding the Why and How of the LLM Mesh Architecture

Dataiku

In the latest GenAI Bootcamp session, Chad Covin , technical product marketing specialist at Dataiku, and Nate Kim , sr. field engineer at Dataiku, discussed the common challenges of IT leaders when implementing large language models (LLMs) at scale. They also discussed the solution by introducing us to the Dataiku LLM Mesh architecture. Let's delve into the essence of this webinar.

article thumbnail

Run Local LLMs with Cortex

KDnuggets

Check out this local AI model manager similar to Ollama, but better.

Modeling 127
article thumbnail

The GTM Intelligence Era: ZoomInfo 2025 Customer Impact Report

ZoomInfo customers aren’t just selling — they’re winning. Revenue teams using our Go-To-Market Intelligence platform grew pipeline by 32%, increased deal sizes by 40%, and booked 55% more meetings. Download this report to see what 11,000+ customers say about our Go-To-Market Intelligence platform and how it impacts their bottom line. The data speaks for itself!

article thumbnail

Can AI Help You Build Better Business Relationships?

Smart Data Collective

AI technology can play an integral role in building stronger business relationships in 2024.

article thumbnail

Pursue a Master’s in Data Science with the 4th Best Online Program

KDnuggets

100% online master’s program with flexible schedules designed for working professionals. Enrolling now for March 3rd.

article thumbnail

Using AI to Prevent Unauthorized Access in Complex IT Ecosystems

Smart Data Collective

AI is invaluable for cybersecurity professionals trying to help stop unauthorized access to their complex IT ecosystems.

IT 103
article thumbnail

Integrate custom applications with AWS Lake Formation – Part 2

AWS Big Data

In the first part of this series , we demonstrated how to implement an engine that uses the capabilities of AWS Lake Formation to integrate third-party applications. This engine was built using an AWS Lambda Python function. In this post, we explore how to deploy a fully functional web client application, built with JavaScript/React through AWS Amplify (Gen 1), that uses the same Lambda function as the backend.

article thumbnail

Zero Trust Mandate: The Realities, Requirements and Roadmap

The DHS compliance audit clock is ticking on Zero Trust. Government agencies can no longer ignore or delay their Zero Trust initiatives. During this virtual panel discussion—featuring Kelly Fuller Gordon, Founder and CEO of RisX, Chris Wild, Zero Trust subject matter expert at Zermount, Inc., and Principal of Cybersecurity Practice at Eliassen Group, Trey Gannon—you’ll gain a detailed understanding of the Federal Zero Trust mandate, its requirements, milestones, and deadlines.

article thumbnail

Master QR Code Creation and Customization with Python

Analytics Vidhya

QR codes can be seen everywhere. Especially on restaurants , petrol pumps , shops mainly for making payments. There are multiple other applications also. The main reason is it is an easy way to store information in the form of a small, easy-to-scan image. In this guide, I will help you mastering QR […] The post Master QR Code Creation and Customization with Python appeared first on Analytics Vidhya.

Analytics 208
article thumbnail

Integrate custom applications with AWS Lake Formation – Part 1

AWS Big Data

AWS Lake Formation makes it straightforward to centrally govern, secure, and globally share data for analytics and machine learning (ML). With Lake Formation, you can centralize data security and governance using the AWS Glue Data Catalog , letting you manage metadata and data permissions in one place with familiar database-style features. It also delivers fine-grained data access control, so you can make sure users have access to the right data down to the row and column level.

article thumbnail

OmniGen: A Unified Approach to Image Generation

Analytics Vidhya

Generative foundation models have revolutionized Natural Language Processing (NLP), with Large Language Models (LLMs) excelling across diverse tasks. However, the field of visual generation still lacks a unified model capable of handling multiple tasks within a single framework. Existing models like Stable Diffusion, DALL-E, and Imagen excel in specific domains but rely on task-specific extensions […] The post OmniGen: A Unified Approach to Image Generation appeared first on Analytics Vidh

article thumbnail

11 ways to ensure IT-business alignment

CIO Business Intelligence

Most IT and business executives recognize the necessity of close alignment. They understand that their strategies, capabilities, resources, and management systems should be configured to support the enterprise’s overarching purpose and goals. But the challenge many executives face is that they tend to focus on how their particular area aligns with overall goals, to the exclusion of other facets of the organization.

IT 142
article thumbnail

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.

article thumbnail

Introducing Point in Time queries and SQL/PPL support in Amazon OpenSearch Serverless

AWS Big Data

Today we announced support for three new features for Amazon OpenSearch Serverless : Point in Time (PIT) search, which enables you to maintain stable sorting for deep pagination in the presence of updates, and Piped Processing Language (PPL) and Structured Query Language (SQL), which give you new ways to query your data. Querying with SQL or PPL is useful if you’re already familiar with the language or want to integrate your domain with an application that uses them.

article thumbnail

Top 8 failings in delivering value with generative AI and how to overcome them

CIO Business Intelligence

Generative AI (GenAI) is rapidly emerging as a game changer for enterprises, but turning its potential into measurable value remains a significant challenge. According to a recent IDC study (Future Enterprise Resiliency and Spending Survey, Wave 4, IDC, April 2024), companies are conducting an average of 37 GenAI proofs of concept (POCs), with only five advancing to production.

article thumbnail

Your system is “working fine”—Really?

Timo Elliott

Here’s the problem with existing IT systems that “work fine” When you suddenly need to find new ways of working, you can’t! Heavily customized, on-premise system just aren’t as agile as modern cloud infrastructures. You have to say “no” more often to changes the business wants, and it takes longer to implement every change.

ROI 59
article thumbnail

Microsoft and Atom Computing claim breakthrough in reliable quantum computing

CIO Business Intelligence

Microsoft and Atom Computing have announced what they claim is a significant step forward in reliable quantum computing, unveiling a commercial quantum machine built with 24 entangled logical qubits. The system, achieved through a combination of Atom Computing’s neutral-atom hardware and Microsoft’s qubit-virtualization technology, aims to address the critical challenge of error detection and correction in quantum computation.

Software 129
article thumbnail

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.

article thumbnail

Microsoft reimagines Fabric with focus on AI

CIO Business Intelligence

Microsoft announced a host of additions to its Microsoft Fabric data analytics platform at Microsoft Ignite 2024 in Chicago on Tuesday, including Fabric Databases. The innovations are part of Microsoft’s reimagining of the pillars of Microsoft Fabric with a focus on providing AI-powered tools for data projects and delivering an open and AI-ready data lake.

Data Lake 118
article thumbnail

Los CEO cortos de mira abocan a los CIO a lidiar con una deuda tecnológica cada vez mayor

CIO Business Intelligence

Muchas organizaciones están hipotecando su futuro reasignando recursos de TI de proyectos a largo plazo para lograr objetivos a corto plazo, según una encuesta reciente a directores ejecutivos. Dos tercios de los directores ejecutivos encuestados por el IBM Institute for Business Value reconocen que se dedican a proyectos de TI a largo plazo para lograr objetivos a corto plazo.

IT 111
article thumbnail

Madrid Investment Forum, escenario de los proyectos de innovación y atracción de talento del Ejecutivo regional

CIO Business Intelligence

La Comunidad de Madrid continúa apostando por la consolidación de la capital como nodo de desarrollo tecnológico e industrial y polo de atracción de talento especializado. Aprovecha así cualquier cita pública para dar a conocer las ventajas competitivas de la región en materia de innovación en ámbitos como la educación, la vivienda, el transporte o las infraestructuras.

article thumbnail

IFCO corta la cinta inaugural de su nuevo ‘hub’ digital global en Barcelona

CIO Business Intelligence

La firma especializada en soluciones de envases reutilizables para alimentos frescos, IFCO, está de estreno; y es que recientemente ha cortado la cinta inaugural de su nuevo hub digital global en el Pier01 de Tech Barcelona. Con este nuevo paso adelante en la Ciudad Condal, la compañía aspira a reforzar su capacidad para ofrecer seguimiento en tiempo real y análisis basados en datos a sus clientes en todo el mundo, promoviendo la transparencia, eficiencia y sostenibilidad en toda la cadena de su

IoT 105
article thumbnail

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.