O'Reilly on Data

DECEMBER 10, 2019

We can collect many examples of what we want the program to do and what not to do (examples of correct and incorrect behavior), label them appropriately, and train a model to perform correctly on new inputs. Nor are building data pipelines and deploying ML systems well understood. Instead, we can program by example. and Matroid.

Software 335

Software Machine Learning Risk Data-driven 335

CIO Business Intelligence

OCTOBER 24, 2024

in 2025, one of the largest percentage increases in this century, and it’s only partially driven by AI. growth this year, with data center spending increasing by nearly 35% in 2024 in anticipation of generative AI infrastructure needs. Data center spending will increase again by 15.5% trillion, builds on its prediction of an 8.2%

IT 133

IT Data-driven Recreation/Entertainment Experimentation 133

CIO Business Intelligence

NOVEMBER 4, 2024

Most AI workloads are deployed in private cloud or on-premises environments, driven by data locality and compliance needs. AI a primary driver in IT modernization and data mobility AI’s demand for data requires businesses to have a secure and accessible data strategy. Cost, by comparison, ranks a distant 10th.

Marketing 128

Marketing Data Quality Data Governance Digital Transformation 128

CIO Business Intelligence

FEBRUARY 4, 2025

Instead of seeing digital as a new paradigm for our business, we over-indexed on digitizing legacy models and processes and modernizing our existing organization. This only fortified traditional models instead of breaking down the walls that separate people and work inside our organizations. We optimized. We automated.

Digital Transformation 144

Digital Transformation Sales Optimization Enterprise 144

David Menninger's Analyst Perspectives

OCTOBER 14, 2022

As I recently pointed out, process mining has emerged as a pivotal technology for data-driven organizations to discover, monitor and improve processes through use of real-time event data, transactional data and log files.

Data-driven 268

Data-driven Visualization Optimization Modeling 268

CIO Business Intelligence

JANUARY 21, 2025

Whereas robotic process automation (RPA) aims to automate tasks and improve process orchestration, AI agents backed by the companys proprietary data may rewire workflows, scale operations, and improve contextually specific decision-making.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

datapine

SEPTEMBER 29, 2022

1) What Is Data Quality Management? 4) Data Quality Best Practices. 5) How Do You Measure Data Quality? 6) Data Quality Metrics Examples. 7) Data Quality Control: Use Case. 8) The Consequences Of Bad Data Quality. 9) 3 Sources Of Low-Quality Data. 10) Data Quality Solutions: Key Attributes.

Data Quality 241

Data Quality Metrics Data-driven Management 241

CIO Business Intelligence

JANUARY 15, 2025

But some companies, particularly in the IT sector, now appear to be reevaluating their business models and will consider selling non-core lines of business and products to fund AI projects, says James Brundage, global and Americas technology sector leader at EY, an IT and tax advisory firm.

Sales 130

Sales Data-driven Marketing Optimization 130

Cloudera

JANUARY 7, 2025

For a smaller airport in Canada, data has grown to be its North Star in an industry full of surprises. In order for data to bring true value to operationsand ultimately customer experiencesthose data insights must be grounded in trust. Data needs to be an asset and not a commodity. What’s the reason for data?

Predictive Modeling 81

Predictive Modeling Modeling Forecasting Data-driven 81

CIO Business Intelligence

OCTOBER 25, 2024

Moreover, in the near term, 71% say they are already using AI-driven insights to assist with their mainframe modernization efforts. Many Kyndryl customers seem to be thinking about how to merge the mission-critical data on their mainframes with AI tools, she says. I believe you’re going to see both.”

Data-driven 133

Data-driven Strategy Modeling Technology 133

AWS Big Data

OCTOBER 17, 2024

Whether you’re just getting started with searches , vectors, analytics, or you’re looking to optimize large-scale implementations, our channel can be your go-to resource to help you unlock the full potential of OpenSearch Service. Learn how generative AI models can enhance your search solutions.

Analytics 111

Analytics Optimization Data-driven Data Architecture 111

AWS Big Data

JANUARY 15, 2025

For container terminal operators, data-driven decision-making and efficient data sharing are vital to optimizing operations and boosting supply chain efficiency. Together, these capabilities enable terminal operators to enhance efficiency and competitiveness in an industry that is increasingly data driven.

IoT 107

IoT Machine Learning Metadata Data-driven 107

CIO Business Intelligence

NOVEMBER 19, 2024

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.

Management 116

Management Unstructured Data Deep Learning Metadata 116

AWS Big Data

NOVEMBER 22, 2024

At AWS, we are committed to empowering organizations with tools that streamline data analytics and transformation processes. This integration enables data teams to efficiently transform and manage data using Athena with dbt Cloud’s robust features, enhancing the overall data workflow experience.

Data Lake 92

Data Lake Data Warehouse Cost-Benefit Data Transformation 92

BizAcuity

NOVEMBER 13, 2024

In today’s data-rich environment, the challenge isn’t just collecting data but transforming it into actionable insights that drive strategic decisions. For organizations, this means adopting a data-driven approach—one that replaces gut instinct with factual evidence and predictive insights. What is BI Consulting?

Consulting 52

Consulting Data-driven Cost-Benefit Business Intelligence 52

Smart Data Collective

JANUARY 11, 2023

Many businesses are taking advantage of big data to improve their marketing and financial management practices. billion on big data marketing in 2020 and this figure is likely to grow further in the years to come. Some of the case studies on the benefits of data-driven marketing are quite promising.

Data-driven 122

Data-driven Marketing Advertising Big Data 122

CIO Business Intelligence

FEBRUARY 6, 2025

As someone deeply involved in shaping data strategy, governance and analytics for organizations, Im constantly working on everything from defining data vision to building high-performing data teams. My work centers around enabling businesses to leverage data for better decision-making and driving impactful change.

Unstructured Data 115

Unstructured Data Manufacturing Data Governance Sales 115

AWS Big Data

DECEMBER 17, 2024

Amazon Redshift , launched in 2013, has undergone significant evolution since its inception, allowing customers to expand the horizons of data warehousing and SQL analytics. Industry-leading price-performance Amazon Redshift offers up to three times better price-performance than alternative cloud data warehouses. large instances.

Data Lake 90

Data Lake Data Warehouse Data-driven Optimization 90

CIO Business Intelligence

OCTOBER 24, 2024

Noting that companies pursued bold experiments in 2024 driven by generative AI and other emerging technologies, the research and advisory firm predicts a pivot to realizing value. Forrester predicts a reset is looming despite the enthusiasm for AI-driven transformations.

ROI 127

ROI Data-driven Enterprise Experimentation 127

O'Reilly on Data

OCTOBER 19, 2021

As with many burgeoning fields and disciplines, we don’t yet have a shared canonical infrastructure stack or best practices for developing and deploying data-intensive applications. Why: Data Makes It Different. Not only is data larger, but models—deep learning models in particular—are much larger than before.

IT 364

IT Testing Experimentation Software 364

Cloudera

SEPTEMBER 18, 2024

According to recent survey data from Cloudera, 88% of companies are already utilizing AI for the tasks of enhancing efficiency in IT processes, improving customer support with chatbots, and leveraging analytics for better decision-making.

Data-driven 91

Data-driven Optimization Experimentation Testing 91

CIO Business Intelligence

OCTOBER 10, 2024

The growing importance of ESG and the CIO’s role As business models become more technology-driven, the CIO must assume a leadership role, actively shaping how technologies like AI, genAI and blockchain contribute to meeting ESG targets. Similarly, blockchain technologies have faced scrutiny for their energy consumption.

Metrics 124

Metrics Optimization Strategy Technology 124

O'Reilly on Data

JUNE 7, 2022

DeepMind’s new model, Gato, has sparked a debate on whether artificial general intelligence (AGI) is nearer–almost at hand–just a matter of scale. Gato is a model that can solve multiple unrelated problems: it can play a large number of different games, label images, chat, operate a robot, and more.

Modeling 364

Modeling Interactive Optimization Deep Learning 364

CIO Business Intelligence

MAY 30, 2024

As enterprises increasingly embrace serverless computing to build event-driven, scalable applications, the need for robust architectural patterns and operational best practices has become paramount. optimize the overall performance. Serverless functions are vulnerable to excessive consumption due to sudden spikes in data volume.

Optimization 116

Optimization Data-driven IoT Manufacturing 116

AWS Big Data

AUGUST 21, 2024

The current scaling approach of Amazon Redshift Serverless increases your compute capacity based on the query queue time and scales down when the queuing reduces on the data warehouse. In this post, we describe how Redshift Serverless utilizes the new AI-driven scaling and optimization capabilities to address common use cases.

Optimization 97

Optimization Data Lake Data Warehouse Cost-Benefit 97

David Menninger's Analyst Perspectives

JANUARY 21, 2025

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. This is especially true for mission-critical workloads.

Data Lake 130

Data Lake IoT Cost-Benefit Enterprise 130

CIO Business Intelligence

OCTOBER 16, 2023

Going back after the fact to optimize for cost while you’re still trying to operate and grow can make things even harder.” By quickly showing engineers the financial implications of feature development and product changes, for example, they can optimize features for cost in the same way they tune for performance or uptime.

Optimization 140

Optimization Enterprise Finance Data Processing 140

O'Reilly on Data

JULY 28, 2020

It’s often difficult for businesses without a mature data or machine learning practice to define and agree on metrics. Fair warning: if the business lacks metrics, it probably also lacks discipline about data infrastructure, collection, governance, and much more.) Agreeing on metrics.

Marketing 364

Marketing Experimentation Metrics Testing 364

DataKitchen

APRIL 13, 2021

This is not surprising given that DataOps enables enterprise data teams to generate significant business value from their data. Companies that implement DataOps find that they are able to reduce cycle times from weeks (or months) to days, virtually eliminate data errors, increase collaboration, and dramatically improve productivity.

Testing 300

Testing Machine Learning Consulting Data Quality 300

AWS Big Data

JANUARY 9, 2025

In this post, we focus on data management implementation options such as accessing data directly in Amazon Simple Storage Service (Amazon S3), using popular data formats like Parquet, or using open table formats like Iceberg. Data management is the foundation of quantitative research.

Metadata 110

Metadata Snapshot Cost-Benefit Optimization 110

CIO Business Intelligence

NOVEMBER 19, 2024

A modern data and artificial intelligence (AI) platform running on scalable processors can handle diverse analytics workloads and speed data retrieval, delivering deeper insights to empower strategic decision-making. They are often unable to handle large, diverse data sets from multiple sources.

Analytics 97

Analytics Cost-Benefit Finance Data-driven 97

CIO Business Intelligence

JANUARY 30, 2025

Chinese AI startup DeepSeek made a big splash last week when it unveiled an open-source version of its reasoning model, DeepSeek-R1, claiming performance superior to OpenAIs o1 generative pre-trained transformer (GPT). Most language models use a combination of pre-training, supervised fine-tuning, and then some RL to polish things up.

Modeling 117

Modeling Data-driven Technology Strategy 117

CIO Business Intelligence

MARCH 19, 2025

Meanwhile, in December, OpenAIs new O3 model, an agentic model not yet available to the public, scored 72% on the same test. Were developing our own AI models customized to improve code understanding on rare platforms, he adds. The data is kept in a private cloud for security, and the LLM is internally hosted as well.

Software 143

Software Risk Enterprise Cost-Benefit 143

Cloudera

JANUARY 7, 2025

As enterprises navigate complex data-driven transformations, hybrid and multi-cloud models offer unmatched flexibility and resilience. Heres a deep dive into why and how enterprises master multi-cloud deployments to enhance their data and AI initiatives. The terms hybrid and multi-cloud are often used interchangeably.

Cost-Benefit 82

Cost-Benefit Optimization Strategy Data-driven 82

CIO Business Intelligence

MARCH 4, 2025

From AI models that boost sales to robots that slash production costs, advanced technologies are transforming both top-line growth and bottom-line efficiency. In finance, AI algorithms analyze customer data to upsell and cross-sell products at the right time, boosting revenue per customer. Some companies just dont know where to begin.

Technology 118

Technology ROI Cost-Benefit Manufacturing 118

CIO Business Intelligence

NOVEMBER 7, 2024

The status of digital transformation Digital transformation is a complex, multiyear journey that involves not only adopting innovative technologies but also rethinking business processes, customer interactions, and revenue models. IDC is a wholly owned subsidiary of International Data Group (IDG Inc.), Contact us today to learn more.

Digital Transformation 128

Digital Transformation Metrics Measurement Key Performance Indicator 128