Analytics Vidhya

NOVEMBER 20, 2024

Large Language Models like BERT, T5, BART, and DistilBERT are powerful tools in natural language processing where each is designed with unique strengths for specific tasks. Whether it’s summarization, question answering, or other NLP applications. These models vary in their architecture, performance, and efficiency. In our code we will compare these models across two tasks: […] The post Comparing LLMs for Text Summarization and Question Answering appeared first on Analytics Vidhya.

Modeling 203

Modeling Analytics IT 203

O'Reilly on Data

NOVEMBER 19, 2024

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.

Unstructured Data 159

Unstructured Data Structured Data Modeling Statistics 159

Analytics Vidhya

NOVEMBER 16, 2024

Most of us today use ChatGPT for creating content, doing research, and a number of other daily tasks. Did you know you can now get more contextual responses and edit specific parts of the content on ChatGPT? Yes, this is now possible with the Canvas integration on OpenAI’s GPT-4o model. GPT-4o with Canvas lets you […] The post 3 Ways to Use GPT 4o Like a Pro with Canvas appeared first on Analytics Vidhya.

Modeling 262

Modeling Analytics 262

David Menninger's Analyst Perspectives

NOVEMBER 19, 2024

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

Data Quality 130

Data Quality Dashboards Data-driven Software 130

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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?

Business Intelligence

CIO Business Intelligence

NOVEMBER 19, 2024

Many organizations are mortgaging their futures by reallocating IT resources from long-term projects to achieve short-term wins, according to a recent survey of CEOs. Two-thirds of CEOs surveyed by the IBM Institute for Business Value acknowledge raiding long-term IT projects to achieve short-term goals. At the same time, the CEOs surveyed see a focus on short-term performance as the top barrier to innovation.

Cost-Benefit 116

Cost-Benefit Risk Business Objectives Data-driven 116

KDnuggets

NOVEMBER 15, 2024

Turn any document into a conversation-ready AI tool with AnythingLLM — a versatile, open-source platform for building a secure, private assistant.

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Cloudera

NOVEMBER 13, 2024

We are excited to announce the acquisition of Octopai , a leading data lineage and catalog platform that provides data discovery and governance for enterprises to enhance their data-driven decision making. Cloudera’s mission since its inception has been to empower organizations to transform all their data to deliver trusted, valuable, and predictive insights.

Metadata 82

Metadata Management Data Governance Data-driven 82

CIO Business Intelligence

NOVEMBER 13, 2024

JP Morgan Chase president Daniel Pinto says the bank expects to see up to $2 billion in value from its AI use cases, up from a $1.5 billion estimate in May. And speaking at the Barclays Global Financial Services conference in September, he said gen AI will have a big impact in improving processes and efficiencies. The company has already rolled out a gen AI assistant and is also looking to use AI and LLMs to optimize every process.

IT 138

IT Consulting ROI Cost-Benefit 138

KDnuggets

NOVEMBER 20, 2024

Let's take a look at how we can perform NER using that Swiss army knife of NLP and LLM libraries, Hugging Face's Transformers.

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Analytics Vidhya

NOVEMBER 19, 2024

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

Visualization 203

Visualization Modeling Analytics 203

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📌Is your Data & AI transformation struggling to really impact the business? Discover the game-changing StratOps approach that: Bridges the Gap : Connect your Data & AI strategy to your operating model, to ensure alignment at every level. Prioritizes Outcomes : Focuses on concrete business outcomes from day one, rather than capabilities in isolation.

Data-driven

AWS Big Data

NOVEMBER 14, 2024

The landscape of big data management has been transformed by the rising popularity of open table formats such as Apache Iceberg, Apache Hudi, and Linux Foundation Delta Lake. These formats, designed to address the limitations of traditional data storage systems, have become essential in modern data architectures. As organizations adopt various open table formats to suit their specific needs, the demand for interoperability between these formats has grown significantly.

Metadata 98

Metadata Data Warehouse Big Data Data Lake 98

Cloudera

NOVEMBER 15, 2024

Today, cyber defenders face an unprecedented set of challenges as they work to secure and protect their organizations. In fact, according to the Identity Theft Resource Center (ITRC) Annual Data Breach Report , there were 2,365 cyber attacks in 2023 with more than 300 million victims, and a 72% increase in data breaches since 2021. The constant barrage of increasingly sophisticated cyberattacks has left many professionals feeling overwhelmed and burned out.

Analytics 77

Analytics Metadata Snapshot Data-driven 77

CIO Business Intelligence

NOVEMBER 19, 2024

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 114

Testing Cost-Benefit Interactive ROI 114

KDnuggets

NOVEMBER 13, 2024

Improve your Python data cleaning by fixing invalid entries, converting types, encoding variables, handling outliers, selecting features, scaling, and filling missing values.

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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.

Marketing

Analytics Vidhya

NOVEMBER 19, 2024

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.

Structured Data 197

Structured Data Modeling Analytics IT 197

AWS Big Data

NOVEMBER 19, 2024

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.

Internet of Things 82

Internet of Things Visualization Structured Data Data Architecture 82

Smart Data Collective

NOVEMBER 14, 2024

Empower your e-commerce with machine learning: Your shield against fraud, ensuring safe transactions and happier customers!

Machine Learning 93

Machine Learning 93

CIO Business Intelligence

NOVEMBER 19, 2024

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.

Consulting 112

Consulting Cost-Benefit Experimentation Optimization 112

Speaker: Jay Allardyce, Deepak Vittal, and Terrence Sheflin

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.

Business Intelligence

KDnuggets

NOVEMBER 19, 2024

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

Data Analytics 114

Data Analytics Analytics 114

Analytics Vidhya

NOVEMBER 13, 2024

In the age of information overload, it’s easy to get lost in the large amount of content available online. YouTube offers billions of videos, and the internet is filled with articles, blogs, and academic papers. With such a large volume of data, it’s often difficult to extract useful insights without spending hours reading and watching. […] The post Build Your Own YT and Web Summarizer with LangChain appeared first on Analytics Vidhya.

Analytics 216

Analytics IT 216

AWS Big Data

NOVEMBER 19, 2024

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

Management 80

Management Metadata Manufacturing Testing 80

Cloudera

NOVEMBER 15, 2024

Enterprise organizations collect massive volumes of unstructured data, such as images, handwritten text, documents, and more. They also still capture much of this data through manual processes. The way to leverage this for business insight is to digitize that data. One of the biggest challenges with digitizing the output of these manual processes is transforming this unstructured data into something that can actually deliver actionable insights.

Machine Learning 71

Machine Learning Unstructured Data Visualization Data Transformation 71

Speaker: Donna Laquidara-Carr, PhD, LEED AP, Industry Insights Research Director at Dodge Construction Network

In today’s construction market, owners, construction managers, and contractors must navigate increasing challenges, from cost management to project delays. Fortunately, digital tools now offer valuable insights to help mitigate these risks. However, the sheer volume of tools and the complexity of leveraging their data effectively can be daunting. That’s where data-driven construction comes in.

Data-driven

CIO Business Intelligence

NOVEMBER 20, 2024

La i nteligencia artificial (IA) generativa es la nueva tecnología que más rápido se está desarrollando en la historia. Está transformando el mundo y, según la Encuesta de población en tiempo real a más de 3.000 adultos que trabajan en EE.UU, una cuarta parte utilizó IA generativa para trabajar al menos una vez la semana anterior, y casi el 11% la usaba todos los días.

Software 96

Software Marketing 96

KDnuggets

NOVEMBER 14, 2024

Check out these 5 KDnuggets cheat sheets designed for the data science beginner, covering from introductory coding through to data cleaning, exploration, manipulation, and modeling.

Data Science 91

Data Science Modeling 91

Analytics Vidhya

NOVEMBER 20, 2024

Want to simplify the creation and management of AI workflows? CrewAI flows offer structured patterns for orchestrating AI agent interactions. They enable developers to effectively combine coding tasks and Crews, offering a powerful framework for developing AI automation. With Agentic Flows in CrewAI, you can design structured, event-driven workflows that streamline task coordination, manage state, […] The post What are Agentic Flows in CrewAI?

Interactive 164

Interactive Management Analytics 164

AWS Big Data

NOVEMBER 15, 2024

Metadata can play a very important role in using data assets to make data driven decisions. Generating metadata for your data assets is often a time-consuming and manual task. By harnessing the capabilities of generative AI, you can automate the generation of comprehensive metadata descriptions for your data assets based on their documentation, enhancing discoverability, understanding, and the overall data governance within your AWS Cloud environment.

Metadata 91

Metadata Modeling Data-driven Machine Learning 91

Speaker: Christophe Louvion, Chief Product & Technology Officer of NRC Health and Tony Karrer, CTO at Aggregage

Christophe Louvion, Chief Product & Technology Officer of NRC Health, is here to take us through how he guided his company's recent experience of getting from concept to launch and sales of products within 90 days. In this exclusive webinar, Christophe will cover key aspects of his journey, including: LLM Development & Quick Wins 🤖 Understand how LLMs differ from traditional software, identifying opportunities for rapid development and deployment.

Sales

Smart Data Collective

NOVEMBER 19, 2024

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

IT 75

IT 75

CIO Business Intelligence

NOVEMBER 20, 2024

CIO ASEAN is proud to announce the winners of the 2024 CIO100 Awards – recognising the top technology leaders and teams across Southeast Asia and Hong Kong who are driving innovation and influencing rapid change. Winners were unveiled during an in-person awards ceremony at Marina Bay Sands in Singapore, with more than 300 executives from across Southeast Asia and Hong Kong.

Insurance 101

Insurance Finance Technology Management 101

KDnuggets

NOVEMBER 14, 2024

Manage Python projects, run scripts and tools, handle dependencies, and install packages—all with the uv tool.

Management 115

Management 115

Analytics Vidhya

NOVEMBER 13, 2024

The world today is powered by state-of-the-art generative AI models that offer new features and applications every day. In 2024, with AI Agents, AI adoption hit a new high, sparking a revolution in almost every industry. Owing to the ongoing developments in the field of generative AI, 65% of firms polled by McKinsey are already […] The post 8 Generative AI Trends that will Define Businesses in 2025 appeared first on Analytics Vidhya.

Modeling 204

Modeling Analytics 204

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Visualization