October, 2023

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7 sins of digital transformation

CIO Business Intelligence

As CIOs prepare for the next wave of digital transformation, they must demonstrate shorter-term business impacts from technology investments and achieve larger innovation goals that evolve the organization’s business model. But perhaps more importantly, they must learn from their previous big digital wins — and avoid repeating all-too-frequent mistakes that cause transformations to fail or lag behind expectations.

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Preliminary Thoughts on the White House Executive Order on AI

O'Reilly on Data

Disclaimer: Based on the announcement of the EO , without having seen the full text. While I am heartened to hear that the Executive Order on AI uses the Defense Production Act to compel disclosure of various data from the development of large AI models, these disclosures do not go far enough. The EO seems to be requiring only data on the procedures and results of “Red Teaming” (i.e. adversarial testing to determine a model’s flaws and weak points), and not a wider range of inf

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Embedded Analytics Buyers Guide: Market Observations

David Menninger's Analyst Perspectives

The 2023 Ventana Research Buyers Guide for Embedded Analytics research enables me to provide observations about how the market has advanced.

Marketing 283
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7 ways diversity and inclusion help teams perform better

CIO Business Intelligence

Diversity, equity, and inclusion have become important social issues. In the wake of the George Floyd and Breonna Taylor murders of 2020, companies made massive, highly publicized efforts to correct for systemic bias and improve the mix of race, gender, and lived experiences in the workplace. According to a recent study from Pew Research, most employed adults in the US think this is a good thing.

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Beyond the Basics of A/B Tests: Innovative Experimentation Tactics You Need to Know as a Data or Product Professional

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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Fine-Tuning, Retraining, and Beyond: Advancing with Custom LLMs

Analytics Vidhya

Introduction I’m pretty sure most of you have already used ChatGPT. That’s great because you’ve taken your first step on a journey we’re about to embark on in this article! You see, when it comes to mastering any new technology, the first thing you do is use it. It’s like learning to swim by jumping […] The post Fine-Tuning, Retraining, and Beyond: Advancing with Custom LLMs appeared first on Analytics Vidhya.

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Drag, Drop, Analyze: The Rise of No-Code Data Science

KDnuggets

No-code or low-code functionalities in data science have gained significant traction in recent years. These solutions are well-proven and matured, and they make data science more accessible to a wider range of people.

More Trending

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Fresh Ideas for Data Governance Professionals

TDAN

As a frequent reviewer of data and strategy books, I am always interested in understanding authors’ perspectives on data governance. Two recent books have ideas that are worthy of data governance professionals: “Rewired” by Eric Lamarre, Kate Smaje, and Rodney W. Zemmel; and “Data Is Everybody’s Business” by Barbara H. Wixom, Cynthia M.

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Mobile Analytics Buyers Guide: Market Observations

David Menninger's Analyst Perspectives

The 2023 Ventana Research Buyers Guide for Mobile Analytics research enables me to provide observations about how the market has advanced.

Marketing 282
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How Value Stream Management is fueling success at Boeing, Tyson, and Verizon

CIO Business Intelligence

In today’s digitally transforming world, time is of the essence. Whether you’re looking to deliver a new product release, fix an issue, or enhance a service, the longer you make customers wait, the worse for your business. As you seek to boost agility and speed your organization’s digital transformation, there are some proven principles you can apply.

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Build a RAG Pipeline With the LLama Index

Analytics Vidhya

Introduction One of the most popular applications of large language models (LLMs) is to answer questions about custom datasets. LLMs like ChatGPT and Bard are excellent communicators. They can answer almost anything that they have been trained on. This is also one of the biggest bottlenecks for LLMs. They can only answer the questions they […] The post Build a RAG Pipeline With the LLama Index appeared first on Analytics Vidhya.

Modeling 352
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From Developer Experience to Product Experience: How a Shared Focus Fuels Product Success

Speaker: Anne Steiner and David Laribee

As a concept, Developer Experience (DX) has gained significant attention in the tech industry. It emphasizes engineers’ efficiency and satisfaction during the product development process. As product managers, we need to understand how a good DX can contribute not only to the well-being of our development teams but also to the broader objectives of product success and customer satisfaction.

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5 Free Books to Master Machine Learning

KDnuggets

Machine Learning is one of the most exciting fields in computer science today. In this article, we will take a look at the five best yet free books to learn machine learning in 2023.

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Enable cost-efficient operational analytics with Amazon OpenSearch Ingestion

AWS Big Data

As the scale and complexity of microservices and distributed applications continues to expand, customers are seeking guidance for building cost-efficient infrastructure supporting operational analytics use cases. Operational analytics is a popular use case with Amazon OpenSearch Service. A few of the defining characteristics of these use cases are ingesting a high volume of time series data and a relatively low volume of querying, alerting, and running analytics on ingested data for real-time in

Analytics 122
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From “Text Analytics” to “Text and Document Mining and Analytics Platforms”

Boris Evelson

Text analytics is a peculiar software market segment. Vendors typically have a main offering that heavily relies on text mining and analytics, but they rarely position themselves explicitly as “text analytics platforms.

Analytics 114
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Managing Seasonal Fluctuations in Retail with Analytics

Smart Data Collective

Data analytics technology has helped retail companies optimize their business models in a number of ways. One of the biggest benefits of data analytics is that it helps companies improve stability during times of uncertainty. There are inevitable ups and downs that every industry experiences, and recognizing these ebbs and flows can fundamentally impact your business.

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Peak Performance: Continuous Testing & Evaluation of LLM-Based Applications

Speaker: Aarushi Kansal, AI Leader & Author and Tony Karrer, Founder & CTO at Aggregage

Software leaders who are building applications based on Large Language Models (LLMs) often find it a challenge to achieve reliability. It’s no surprise given the non-deterministic nature of LLMs. To effectively create reliable LLM-based (often with RAG) applications, extensive testing and evaluation processes are crucial. This often ends up involving meticulous adjustments to prompts.

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Beyond DevSecOps: Why fintech companies need to consider DevSecRegOps

CIO Business Intelligence

It’s no secret that banks and fintech companies must meet compliance and regulatory standards that are much stricter than what traditional tech companies are forced to comply with. The question becomes: How do you meet strict regulatory and compliance standards while keeping up with the rapid pace of innovation in technology? As the vice president of enterprise architecture and technology strategy at Discover Financial Services, I think about this question often as we work to design our tech sta

Finance 144
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Top 10 Tableau Projects for Data Science

Analytics Vidhya

Introduction The world of data science has numerous candidates with technical expertise, but only a few excel at problem-solving. When it is about communicating and expressing these skills effectively, some people are great at it naturally, while others develop this ability over time. Fortunately, with the advent of tools such as Tableau, you get access […] The post Top 10 Tableau Projects for Data Science appeared first on Analytics Vidhya.

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7 Steps to Mastering Large Language Models (LLMs)

KDnuggets

Large Language Models (LLMs) have unlocked a new era in natural language processing. So why not learn more about them? Go from learning what large language models are to building and deploying LLM apps in 7 easy steps with this guide.

Modeling 142
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Using AWS AppSync and AWS Lake Formation to access a secure data lake through a GraphQL API

AWS Big Data

Data lakes have been gaining popularity for storing vast amounts of data from diverse sources in a scalable and cost-effective way. As the number of data consumers grows, data lake administrators often need to implement fine-grained access controls for different user profiles. They might need to restrict access to certain tables or columns depending on the type of user making the request.

Data Lake 121
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Entity Resolution Checklist: What to Consider When Evaluating Options

Are you trying to decide which entity resolution capabilities you need? It can be confusing to determine which features are most important for your project. And sometimes key features are overlooked. Get the Entity Resolution Evaluation Checklist to make sure you’ve thought of everything to make your project a success! The list was created by Senzing’s team of leading entity resolution experts, based on their real-world experience.

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BI Governance Lets You Have Your Cake And Eat It, Too

Boris Evelson

Democratizing enterprise data while trying to stick to a single trusted enterprise data source (i.e., the “single source of the truth”) is a quagmire. Actually, these are two almost opposing objectives.

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A Step-by-Step Guide to PDF Chatbots with Langchain and Ollama

Analytics Vidhya

Introduction In an era where technology continues to transform the way we interact with information, the concept of a PDF chatbot brings a new level of convenience and efficiency to the table. This article delves into the intriguing realm of creating a PDF chatbot using Langchain and Ollama, where open-source models become accessible with minimal […] The post A Step-by-Step Guide to PDF Chatbots with Langchain and Ollama appeared first on Analytics Vidhya.

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Exploring the Advanced Multi-Modal Generative AI

Analytics Vidhya

Introduction In today’s ever-advancing world of technology, there’s an exciting development on the horizon – Advanced Multi-modal Generative AI. This cutting-edge technology is about making computers more innovative and great, creating content and understanding. Imagine a digital assistant that seamlessly works with text, images, and sounds and generates information.

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How to Build LLM Apps Using Vector Database?

Analytics Vidhya

Introduction In the field of artificial intelligence, Large Language Models (LLMs) and Generative AI models such as OpenAI’s GPT-4, Anthropic’s Claude 2, Meta’s Llama, Falcon, Google’s Palm, etc., have revolutionized the way we solve problems. LLMs use deep learning techniques to perform natural language processing tasks. This article will teach you to build LLM Apps […] The post How to Build LLM Apps Using Vector Database?

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Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity

Speaker: Nicholas Zeisler, CX Strategist & Fractional CXO

The first step in a successful Customer Experience endeavor (or for that matter, any business proposition) is to find out what’s wrong. If you can’t identify it, you can’t fix it! 💡 That’s where the Voice of the Customer (VoC) comes in. Today, far too many brands do VoC simply because that’s what they think they’re supposed to do; that’s what all their competitors do.

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Mastering AI Optimization and Deployment with Intel’s OpenVINO Toolkit

Analytics Vidhya

Introduction We talk about AI almost daily due to its growing impact in replacing humans’ manual work. Building AI-enabled software has rapidly grown in a brief time. Enterprises and businesses believe in integrating reliable and responsible AI in their application to generate more revenue. The most challenging part of integrating AI into an application is […] The post Mastering AI Optimization and Deployment with Intel’s OpenVINO Toolkit appeared first on Analytics Vidhya.

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How to Use Midjourney AI?

Analytics Vidhya

Introduction The allure of image-generating AI has surged. With the ability to give life to any type of imagination, AI has gained popularity among business people as well as in education. One such AI wizardry is exhibited by Midjourney AI. It translates text prompts into captivating AI-generated images. Here is a tutorial guiding you to […] The post How to Use Midjourney AI?

Analytics 341
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Integrating Generative AI and Reinforcement Learning for Self-Improvement

Analytics Vidhya

Introduction In the ever-evolving landscape of artificial intelligence, two key players have come together to break new ground: Generative AI and Reinforcement Learning. These cutting-edge technologies, Generative AI and Reinforcement Learning, have the potential to create self-improving AI systems, taking us one step closer to realizing the dream of machines that learn and adapt autonomously.

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The Power of Advanced Encoders and Decoders in Generative AI

Analytics Vidhya

Introduction In the dynamic realm of Artificial Intelligence, the fusion of technology and creativity has birthed innovative tools that push the boundaries of human imagination. Among these pioneering advancements lies the sophisticated world of Encoders and Decoders in Generative AI. This evolution revolutionises how we create, interpret, and interact with art, language, and even reality. […] The post The Power of Advanced Encoders and Decoders in Generative AI appeared first on Analytics

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The Big Payoff of Application Analytics

Outdated or absent analytics won’t cut it in today’s data-driven applications – not for your end users, your development team, or your business. That’s what drove the five companies in this e-book to change their approach to analytics. Download this e-book to learn about the unique problems each company faced and how they achieved huge returns beyond expectation by embedding analytics into applications.

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The Impact of Large Language Models on Medical Text Analysis

Analytics Vidhya

Introduction In a world undergoing a technological revolution, the fusion of artificial intelligence and healthcare is reshaping the landscape of medical diagnosis and treatment. One of the silent heroes behind this transformation is the application of Large Language Models (LLMs) in the field of medical , health domain and mainly in text analysis. This article […] The post The Impact of Large Language Models on Medical Text Analysis appeared first on Analytics Vidhya.

Modeling 335
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A Comprehensive Guide to Using Chains in Langchain

Analytics Vidhya

Introduction Step into the forefront of language processing! In a realm where language is an essential link between humanity and technology, the strides made in Natural Language Processing have unlocked some extraordinary heights. Within this progress lies the groundbreaking Large Language Model, a transformative force reshaping our interactions with text-based information.

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Introduction to HNSW: Hierarchical Navigable Small World

Analytics Vidhya

Introduction AI innovation is happening at breakneck speed. One of the frontiers of this innovation is the vector search engines. What are these search engines, you ask? In simple terms, they help in training large language models (LLMs) by going through large datasets and picking out what’s relevant. Now, there are many different ways in […] The post Introduction to HNSW: Hierarchical Navigable Small World appeared first on Analytics Vidhya.

Modeling 337
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Top 5 Data Analytics Certifications

Analytics Vidhya

Introduction In our era of data supremacy, the ability to decipher the language of numbers and extract meaningful insights has never been more valuable. Data analytics has transcended being just a buzzword; it has become an indispensable tool across industries, steering businesses toward success and innovation. A Data Analytics Certification is your compass to stand […] The post Top 5 Data Analytics Certifications appeared first on Analytics Vidhya.

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Addressing Top Enterprise Challenges in Generative AI with DataRobot

The buzz around generative AI shows no sign of abating in the foreseeable future. Enterprise interest in the technology is high, and the market is expected to gain momentum as organizations move from prototypes to actual project deployments. Ultimately, the market will demand an extensive ecosystem, and tools will need to streamline data and model utilization and management across multiple environments.