Sat.Jun 15, 2024 - Fri.Jun 21, 2024

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How to Fix ‘AI’s Original Sin’

O'Reilly on Data

Last month, TheNew York Times claimed that tech giants OpenAI and Google have waded into a copyright gray area by transcribing the vast volume of YouTube videos and using that text as additional training data for their AI models despite terms of service that prohibit such efforts and copyright law that the Times argues places them in dispute. The Times also quoted Meta officials as saying that their models will not be able to keep up unless they follow OpenAI and Google’s lead.

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Navigating the New Data Landscape: Trends and Opportunities

Data Virtualization

Reading Time: 5 minutes The data landscape has evolved and become more complex as organizations recognize the need to leverage data and analytics. Generative artificial intelligence has further put pressure on organizations to manage this complexity. At TDWI, we see companies collecting traditional structured. The post Navigating the New Data Landscape: Trends and Opportunities appeared first on Data Management Blog - Data Integration and Modern Data Management Articles, Analysis and Information

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Understanding and Addressing Data Anomalies in Business!

Smarten

How Can My Business Understand and Handle Those Pesky Data Anomalies? Why guess at the cause of your business results? Whether you are seeing positive or negative results, it is still important to understand the ‘why.’ Without this information, you cannot adapt and adjust to improve declining results, OR repeat and improve those great results you are experiencing.

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11 Ways to Merge Tables in SQL

Analytics Vidhya

Introduction Ever wonder how to get a complete picture of your company from different databases? SQL can help! Merging data from tables is like putting puzzle pieces together. This lets you analyze and report on all your information at once. In this article, we’ll explore how to use SQL queries like JOIN, UNION, etc. Overview Let’s dive […] The post 11 Ways to Merge Tables in SQL appeared first on Analytics Vidhya.

Reporting 312
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Entity Resolution: Your Guide to Deciding Whether to Build It or Buy It

Adding high-quality entity resolution capabilities to enterprise applications, services, data fabrics or data pipelines can be daunting and expensive. Organizations often invest millions of dollars and years of effort to achieve subpar results. This guide will walk you through the requirements and challenges of implementing entity resolution. By the end, you'll understand what to look for, the most common mistakes and pitfalls to avoid, and your options.

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Empowering Enterprise Generative AI with Flexibility: Navigating the Model Landscape

Cloudera

The world of Generative AI (GenAI) is rapidly evolving, with a wide array of models available for businesses to leverage. These models can be broadly categorized into two types: closed-source (proprietary) and open-source models. Closed-source models, such as OpenAI’s GPT-4o, Anthropic’s Claude 3, or Google’s Gemini 1.5 Pro, are developed and maintained by private and public companies.

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CIOs take note: Platform engineering teams are the future core of IT orgs

CIO Business Intelligence

Three years ago BSH Home Appliances completely rearranged its IT organization, creating a digital platform services team consisting of three global platform engineering teams, and four regional platform and operations teams. Berke Menekli, VP of digital platform services, says it’s one of the best things he ever did. BSH’s previous infrastructure and operations teams, which supported the European appliance manufacturer’s application development groups, simply acted as suppliers of infrastructur

IT 138

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Build multimodal search with Amazon OpenSearch Service

AWS Big Data

Multimodal search enables both text and image search capabilities, transforming how users access data through search applications. Consider building an online fashion retail store: you can enhance the users’ search experience with a visually appealing application that customers can use to not only search using text but they can also upload an image depicting a desired style and use the uploaded image alongside the input text in order to find the most relevant items for each user.

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Through the Looking Glass: Metaphors, MUNCH, and Large Language Models

TDAN

“What’s a metaphor?” Mr. Biergel posed the question one morning to my high school grammar class. Being typical teenagers, we looked at him with blank-eyed stares. We expected that if we waited long enough, he’d write a paragraph-long definition on the blackboard. “What’s a metaphor?” he repeated. “A place for cows to graze!” We groaned.

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Evaluating sustainability with the green digital twin

CONTACT Software

On January 5, 2023, the Corporate Sustainability Reporting Directive (CSRD) came into effect – but what exactly does that mean? The European Parliament adopted this regulation as a significant step within the European Green Deal framework of 2019.

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Why Does ChatGPT Use Only Decoder Architecture?

Analytics Vidhya

Introduction The advent of huge language models in the likes of ChatGPT ushered in a new epoch concerning conversational AI in the rapidly changing world of artificial intelligence. Anthropic’s ChatGPT model, which can engage in human-like dialogues, solve difficult tasks, and provide well thought-out answers that are contextually relevant, has fascinated people all over the […] The post Why Does ChatGPT Use Only Decoder Architecture?

Modeling 350
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Generative AI Deep Dive: Advancing from Proof of Concept to Production

Speaker: Maher Hanafi, VP of Engineering at Betterworks & Tony Karrer, CTO at Aggregage

Executive leaders and board members are pushing their teams to adopt Generative AI to gain a competitive edge, save money, and otherwise take advantage of the promise of this new era of artificial intelligence. There's no question that it is challenging to figure out where to focus and how to advance when it’s a new field that is evolving everyday. 💡 This new webinar featuring Maher Hanafi, VP of Engineering at Betterworks, will explore a practical framework to transform Generative AI pr

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Generative AI for Farming

O'Reilly on Data

We’re planning a live virtual event later this year, and we want to hear from you. Are you using a powerful AI technology that seems like everyone ought to be using? Here’s your opportunity to show the world ! AI is too often seen as a “first world” enterprise of, by, and for the wealthy. We’re going to take a look at a Digital Green ’s Farmer.Chat , a generative AI bot that was designed to help small-scale farmers in developing countries access critical agricultural information.

Testing 240
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Navigating the Storm: How Data Engineering Teams Can Overcome a Data Quality Crisis

DataKitchen

Navigating the Storm: How Data Engineering Teams Can Overcome a Data Quality Crisis Ah, the data quality crisis. It’s that moment when your carefully crafted data pipelines start spewing out numbers that make as much sense as a cat trying to bark. You know you’re in trouble when the finance team uses your reports as modern art installations rather than decision-making tools.

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Deploying Machine Learning Models: A Step-by-Step Tutorial

KDnuggets

Image by author Model deployment is the process of trained models being integrated into practical applications. This includes defining the necessary environment, specifying how input data is introduced into the model and the output produced, and the capacity to analyze new data and provide relevant predictions or categorizations.

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Building an Agentic Workflow with CrewAI and Groq

Analytics Vidhya

Introduction “AI Agentic workflow will drive massive progress this year,” commented Andrew Ng, highlighting the significant advancements anticipated in AI. With the growing popularity of large language models, Autonomous Agents are becoming a topic of discussion. In this article, we will explore Autonomous Agents, cover the components of building an Agentic workflow, and discuss the […] The post Building an Agentic Workflow with CrewAI and Groq appeared first on Analytics Vidhy

Modeling 337
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Leading the Development of Profitable and Sustainable Products

Speaker: Jason Tanner

While growth of software-enabled solutions generates momentum, growth alone is not enough to ensure sustainability. The probability of success dramatically improves with early planning for profitability. A sustainable business model contains a system of interrelated choices made not once but over time. Join this webinar for an iterative approach to ensuring solution, economic and relationship sustainability.

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SAP, Salesforce lead $356 billion enterprise applications market: IDC

CIO Business Intelligence

The market for enterprise applications grew 12% in 2023, to $356 billion, with the top 5 vendors — SAP, Salesforce, Oracle, Microsoft and Intuit — commanding a 21.2% market share between them, according to International Data Corp. “With just 0.2% of market share separating SAP and Salesforce, IDC regards these two companies as statistically tied for the number 1 position in the worldwide enterprise applications market for 2023,” it said in a new study, Worldwide Enterprise Applications Software

Marketing 128
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Cloudera Unveils Plans for Annual Pride Celebration in Cork

Cloudera

Pride Month is underway and we at Cloudera are looking forward to joining the global celebration of diversity, equity and the ongoing effort for LGBTQ+ ( L esbian, G ay, B isexual, T ransgender, Q ueer/ Q uestioning) rights and recognition. Pride Month serves as a reminder that the fight for equality and equity for members of the LGBTQ+ community is not over.

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5 Free Artificial Intelligence Courses from Top Universities

KDnuggets

Want to learn AI from the best of resources? Check out these free AI courses from top universities.

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Guide to LLM Observability and Evaluations for RAG Application 

Analytics Vidhya

Introduction In the fast-evolving world of AI, it’s crucial to keep track of your API costs, especially when building LLM-based applications such as Retrieval-Augmented Generation (RAG) pipelines in production. Experimenting with different LLMs to get the best results often involves making numerous API requests to the server, each request incurring a cost.

Analytics 330
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Navigating the Future: Generative AI, Application Analytics, and Data

Generative AI is upending the way product developers & end-users alike are interacting with data. Despite the potential of AI, many are left with questions about the future of product development: How will AI impact my business and contribute to its success? What can product managers and developers expect in the future with the widespread adoption of AI?

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Generative AI’s killer enterprise app just might be ERP

CIO Business Intelligence

Enterprise resource planning (ERP) is ripe for a major makeover thanks to generative AI, as some experts see the tandem as a perfect pairing that could lead to higher profits at enterprises that combine them. The use of gen AI with ERP systems is still in its early days, but the combination is expected to provide several benefits, including helping employees create specialized ERP functionality on their own through code wizards, says Liz Herbert, a Forrester analyst and lead author of the report

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Stream multi-tenant data with Amazon MSK

AWS Big Data

Real-time data streaming has become prominent in today’s world of instantaneous digital experiences. Modern software as a service (SaaS) applications across all industries rely more and more on continuously generated data from different data sources such as web and mobile applications, Internet of Things (IoT) devices, social media platforms, and ecommerce sites.

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Beginner’s Guide to Machine Learning Testing With DeepChecks

KDnuggets

Perform data integrity tests and generate model evaluation reports by writing a few lines of code.

Testing 126
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Standard Deviation in Excel and Sheets

Analytics Vidhya

Introduction If you have been working with data, I’m sure you use Microsoft Excel or Google Sheets on a daily basis. These tools make data storage and organization so easy, that they’ve become indispensable for data analysts, finance professionals, and even students. The best part of using these programs is the built-in functions they have, […] The post Standard Deviation in Excel and Sheets appeared first on Analytics Vidhya.

Finance 313
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Get Better Network Graphs & Save Analysts Time

Many organizations today are unlocking the power of their data by using graph databases to feed downstream analytics, enahance visualizations, and more. Yet, when different graph nodes represent the same entity, graphs get messy. Watch this essential video with Senzing CEO Jeff Jonas on how adding entity resolution to a graph database condenses network graphs to improve analytics and save your analysts time.

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Going ‘AI native’ with in-house ChatGPT the MITRE way

CIO Business Intelligence

As a nonprofit R&D center for the US government, MITRE is no stranger to AI. Its researchers have long been working with IBM’s Watson AI technology, and so it would come as little surprise that — when OpenAI released ChatGPT based on GPT 3.5 in late November 2022 — MITRE would be among the first organizations looking to capitalize on the technology, launching MITREChatGPT a month later.

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Chart Snapshot: Mosaic Cartograms

The Data Visualisation Catalogue

Also known as a Tile Cartogram, Tilegram. A Mosaic Cartogram is a type of data map where the geographical regions are made up of uniform, square tiles. In a Mosaic Cartogram, each tile represents a nominal unit from a particular variable (e.g. 1 square = 1 million people). Hence, the number of tiles assigned to a region is proportional to the data value assigned to that region.

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Introducing AWS Glue usage profiles for flexible cost control

AWS Big Data

AWS Glue is a serverless data integration service that enables you to run extract, transform, and load (ETL) workloads on your data in a scalable and serverless manner. One of the main advantages of using a cloud platform is its flexibility; you can provision compute resources when you actually need them. However, with this ease of creating resources comes a risk of spiraling cloud costs when those resources are left unmanaged or without guardrails.

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SQL ALTER TABLE Statement

Analytics Vidhya

Introduction ALTER command is one of the most important SQL functions to know for database manipulation and management. This Data Definition Language (DDL) command can alter existing tables by adding, removing, or updating columns, constraints, and indexes. We’ll look at different ways to use the ALTER command to highlight its flexibility. In addition, ALTER TABLE […] The post SQL ALTER TABLE Statement appeared first on Analytics Vidhya.

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Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You Need to Know

Speaker: Timothy Chan, PhD., Head of Data Science

Are you ready to move beyond the basics and take a deep dive into the cutting-edge techniques that are reshaping the landscape of experimentation? 🌐 From Sequential Testing to Multi-Armed Bandits, Switchback Experiments to Stratified Sampling, Timothy Chan, Data Science Lead, is here to unravel the mysteries of these powerful methodologies that are revolutionizing how we approach testing.

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El paradigma del trabajo híbrido: una guía práctica para implementarlo con éxito

CIO Business Intelligence

A medida que el trabajo 100% remoto que instauró la pandemia comienza a retroceder, las organizaciones están optando por un modelo híbrido , que tiene a los empleados repartiéndose sus horas laborales entre la oficina y el hogar. Esta nueva forma de trabajar tiene, sin duda, sus beneficios, como una mayor flexibilidad, productividad y satisfacción de los trabajadores.

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A Simple to Implement End-to-End Project with HuggingFace

KDnuggets

Generating a ready-to-use HuggingFace model with FastAPI and Docker

Modeling 129
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Disaster recovery strategies for Amazon MWAA – Part 2

AWS Big Data

Amazon Managed Workflows for Apache Airflow (Amazon MWAA) is a fully managed orchestration service that makes it straightforward to run data processing workflows at scale. Amazon MWAA takes care of operating and scaling Apache Airflow so you can focus on developing workflows. However, although Amazon MWAA provides high availability within an AWS Region through features like Multi-AZ deployment of Airflow components, recovering from a Regional outage requires a multi-Region deployment.

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Understanding Parameters and Hyperparameters

Analytics Vidhya

Introduction An introduction to machine learning (ML) or deep learning (DL) involves understanding two basic concepts: parameters and hyperparameters. When I came across these terms for the first time, I was confused because they were new to me. If you’re reading this, I assume you are in a similar situation too. So let’s explore and […] The post Understanding Parameters and Hyperparameters appeared first on Analytics Vidhya.

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How To Get Promoted In Product Management

Speaker: John Mansour

If you're looking to advance your career in product management, there are more options than just climbing the management ladder. Join our upcoming webinar to learn about highly rewarding career paths that don't involve management responsibilities. We'll cover both career tracks and provide tips on how to position yourself for success in the one that's right for you.