O'Reilly on Data

OCTOBER 18, 2022

The government of the Netherlands resigned in 2021 after an algorithmic system wrongly accused 20,000 families–disproportionately minorities–of tax fraud. Data can be wrong. Despite the possibilities for feedback loops and error propagation, we may end up needing AI to label data for other AI systems. Predictions can be wrong.

Risk Management 287

Risk Management Risk Testing Measurement 287

CIO Business Intelligence

APRIL 27, 2023

Percentage of Network Activities Automated Source: Gartner 2021 Data Networking Poll Cisco Meraki The cloud, visibility, data, and AI/ML make simplified automation a reality A lot has changed in the past few years. We’ve seen how it can gather and organize telemetry data collected from all parts of a company’s network.

Management 82

Management Internet of Things Cost-Benefit Uncertainty 82

DataKitchen

JUNE 24, 2021

In May 2021 at the CDO & Data Leaders Global Summit, DataKitchen sat down with the following data leaders to learn how to use DataOps to drive agility and business value. Kurt Zimmer, Head of Data Engineering for Data Enablement at AstraZeneca. GE formed its Digital League to create a data culture.

ROI 211

ROI Metrics Measurement Cost-Benefit 211

Cloudera

APRIL 9, 2021

This blog series follows the manufacturing and operations data lifecycle stages of an electric car manufacturer – typically experienced in large, data-driven manufacturing companies. The first blog introduced a mock vehicle manufacturing company, The Electric Car Company (ECC) and focused on Data Collection.

Machine Learning 98

Machine Learning Forecasting Manufacturing Predictive Analytics 98

CIO Business Intelligence

MAY 16, 2023

Top Technologies Mentioned in Innovation Conversations Tweets from Verified Accounts, January 2021 – December 2022 Opportunities abound for innovating with AI. Big Data collection at scale is increasing across industries, presenting opportunities for companies to develop AI models and leverage insights from that data.

Advertising 79

Advertising Recreation/Entertainment Experimentation Enterprise 79

CIO Business Intelligence

MARCH 21, 2022

Data scientist is also proving to be a satisfying long-term career path, with Glassdoor’s 50 Best Jobs in America rank data scientist the third-best job in the US. A data scientist’s chief responsibility is data analysis, which begins with data collection and ends with business decisions based on analytic results.

Unstructured Data 128

Unstructured Data Data Analytics Analytics Structured Data 128

CIO Business Intelligence

APRIL 14, 2022

A 2021 study by PwC’s Consumer Intelligence Series found that more than three-quarters of consumers and employees are more likely to buy from and/or work for a company that stands up for ESG issues, and 76% of consumers would discontinue relations with companies that treat employees, communities, and the environment poorly.

Strategy 102

Strategy Digital Transformation IoT Measurement 102

AWS Big Data

AUGUST 23, 2023

Since its release in January 2021, the OpenSearch project has released 14 versions through June 2023. It uses Amazon Simple Storage Service (Amazon S3) as the primary data storage for indexes, adding durability for your data. When you create a serverless collection, you set a collection type.

Snapshot 95

Snapshot Dashboards Visualization Metrics 95

FineReport

AUGUST 17, 2021

Are you still using the traditional cumbersome and redundant data collection methods? Have you ever neglected key indicators because of irrelevant data in your decision-making? Assist decision-making: Digital dashboard is the centralized processing and display of data. Digital dashboard: definition & benefits.

Dashboards 52

Dashboards Cost-Benefit Key Performance Indicator Sales 52

Alation

JULY 6, 2021

But first, they need to understand the top challenges to data governance, unique to their organization. Source: Gartner : Adaptive Data and Analytics Governance to Achieve Digital Business Success. As data collection and volume surges, so too does the need for data strategy. Why Do Data Silos Happen?

Data Governance 52

Data Governance Metadata Data Quality Risk 52

The Unofficial Google Data Science Blog

JULY 18, 2023

Once we’ve answered that, we will then define and use metrics to understand the quality of human-labeled data, along with a measurement framework that we call Cross-replication Reliability or xRR. Last, we’ll provide a case study of how xRR can be used to measure improvements in a data-labeling platform.

Measurement 52

Measurement Metrics Uncertainty Slice and Dice 52

Domino Data Lab

AUGUST 1, 2021

Because of its architecture, intrinsically explainable ANNs can be optimised not just on its prediction performance, but also on its explainability metric. Matt Turek, Explainable Artificial Intelligence (XAI), DARPA, Retrieved from [link] on July 6 2021. def create_model(): sgd = optimizers.SGD(lr=0.01, decay=0, momentum=0.9,

Modeling 139

Modeling Deep Learning Machine Learning Knowledge Discovery 139

Jet Global

MAY 1, 2023

According to the 2021 State of Analytics: Why Users Demand Better report by Hanover Research, 77 percent of organizations consider end-user data literacy “very” or “extremely important” in making fast and accurate decisions. 2004: First went public 2021: Annual revenue of $21.25

Analytics 52

Analytics Cost-Benefit Visualization Dashboards 52

Andrew White

JANUARY 9, 2022

– In the webinar and Leadership Vision deck for Data and Analytics we called out AI engineering as a big trend. I would take a look at our Top Trends for Data and Analytics 2021 for additional AI, ML and related trends. We did in fact do so last year for the Leadership Vision for D&A Leaders 2021.

Analytics 64

Analytics Measurement Modeling Data-driven 64