Dataversity

FEBRUARY 9, 2022

As data started becoming more critical to business in the last few years, this idea was introduced to define the business processes necessary to comply with regulatory requirements. The post Data Governance Without Security Leaves Sensitive Data Exposed appeared first on DATAVERSITY.

Data Governance 52

Data Governance Data Classification Data Quality 52

How to Learn Machine Learning

OCTOBER 10, 2024

This article explores real-world cases where poor-quality data led to model failures, and what we can learn from these experiences. By the end, you’ll see why investing in quality data is not just a good idea, but a necessity. Why Does Data Quality Matter? The outcome? Let’s explore some real-world failures.

Machine Learning 52

Machine Learning Machine Learning Data Quality Algorithm 52

Precisely

JANUARY 25, 2023

Data Integrity checks and best practices support data management as both strategic and tactical processes that enable companies to improve compliance, reduce costs, transform their customer relationships, and stay on the leading edge of innovation. This post examines the practical implications of poor data integrity.

Data Quality 52

Data Quality Machine Learning Machine Learning Data Silos 52

Alation

APRIL 12, 2022

Two decades on, the role has expanded to include responsibility for analytics, and even data monetization. Between 2010 and 2018 the number of CDOs present in Fortune 1500 companies increased nearly 8-fold. Today, the modern CDO drives the data strategy for the entire organization. Improving Data Quality.

Data Quality 52

Data Quality Data Governance Data Silos Analytics 52

Pickl AI

DECEMBER 2, 2024

Introduction In today’s digital age, the volume of data generated is staggering. According to a report by Statista, the global data sphere is expected to reach 180 zettabytes by 2025 , a significant increase from 33 zettabytes in 2018. Veracity Veracity refers to the trustworthiness and accuracy of the data.

Big Data 52

Big Data Big Data Data Lakes Apache Hadoop 52

Pickl AI

NOVEMBER 25, 2024

Introduction In today’s digital age, the volume of data generated is staggering. According to a report by Statista, the global data sphere is expected to reach 180 zettabytes by 2025 , a significant increase from 33 zettabytes in 2018. Veracity Veracity refers to the trustworthiness and accuracy of the data.

Big Data 52

Big Data Big Data Data Lakes Apache Hadoop 52

Data Science Blog

OCTOBER 20, 2024

Additionally, as privacy regulations become more stringent, there is a growing focus on data quality and ethical data usage (Ethical AI), ensuring that attribution models are both effective and compliant. For more information on how to calculate the marginal distribution, see Zhao et al. References Zhao, K., Mahboobi, S.

Machine Learning 130

Machine Learning Machine Learning Deep Learning Deep Learning 130

Alation

SEPTEMBER 30, 2022

Our ability to catalog every data asset means that we can partner with other ISVs in data quality and observability, like BigEye and Soda ; privacy, like BigID and OneTrust; access governance, like Immuta and Privacera; not to mention the core platforms, like Snowflake , Databricks , AWS , GCP, and Azure.

Data Governance 92

Data Governance Azure SQL Data Quality 92

Tableau

JANUARY 27, 2021

And our unique approach to data management provides valuable metadata, lineage, and data quality alerts right in the flow of users’ analysis, while providing the security and governance you need. This means increased transparency and trust in data, so everyone has the right data at the right time for making decisions.

Tableau 102

Tableau Business Intelligence Business Intelligence Analytics 102

O'Reilly Media

NOVEMBER 28, 2023

Few nonusers (2%) report that lack of data or data quality is an issue, and only 1.3% AI users are definitely facing these problems: 7% report that data quality has hindered further adoption, and 4% cite the difficulty of training a model on their data. 85% might be a reasonable estimate.

AI 137

AI AI Data Analysis Data Analysis 137

Alation

FEBRUARY 13, 2020

Alation’s TrustCheck technology enables a new and modern approach to agile data governance. And, it recently received the 2018 Digital Innovation Award for Big Data from Ventana Research. Data is not something that’s easy to consume, it’s not something easy to recognize. Is there a reason for that?

Tableau 52

Tableau Analytics Analytics Data Quality 52

Alation

MARCH 21, 2023

Having been in business for over 50 years, ARC had accumulated a massive amount of data that was stored in siloed, on-premises servers across its 7 business domains. Using Alation, ARC automated the data curation and cataloging process.

Analytics 52

Analytics Analytics Data Silos Big Data 52

Tableau

JANUARY 27, 2021

And our unique approach to data management provides valuable metadata, lineage, and data quality alerts right in the flow of users’ analysis, while providing the security and governance you need. This means increased transparency and trust in data, so everyone has the right data at the right time for making decisions.

Tableau 52

Tableau Business Intelligence Business Intelligence Analytics 52

Heartbeat

AUGUST 23, 2023

Data Quality and Bias NLP systems rely significantly on massive training data to understand patterns and generate accurate predictions. However, if training data is biased or of low quality, it might result in skewed results and exacerbate existing inequities. Records Management Journal , 30 (2), 155–174.

Natural Language Processing 52

Natural Language Processing Algorithm Artificial Intelligence Artificial Intelligence 52

Snorkel AI

APRIL 25, 2023

What the plot here on the X-axis is showing is just, from 2018 up to 2022, relative performance from the best system that we had because of a good benchmark like MLPerf and seeing what the improvement was with respect to “Moore’s Law” (because Moore’s law has been slowing now). First is how good is your training data?

Machine Learning 52

Machine Learning Machine Learning ML ML 52

Snorkel AI

APRIL 25, 2023

What the plot here on the X-axis is showing is just, from 2018 up to 2022, relative performance from the best system that we had because of a good benchmark like MLPerf and seeing what the improvement was with respect to “Moore’s Law” (because Moore’s law has been slowing now). First is how good is your training data?

Machine Learning 52

Machine Learning Machine Learning ML ML 52

Snorkel AI

MAY 12, 2023

Kishore will then double click into some of the opportunities we find here at Capital One, and Bayan will finish us off with a lean into one of our open-source solutions that really is an important contribution to our data-centric AI community. That is a staggering statistic—50 to 80 percent of the end-to-end time is in data prep.

Machine Learning 52

Machine Learning Machine Learning ML ML 52

Snorkel AI

MAY 12, 2023

Kishore will then double click into some of the opportunities we find here at Capital One, and Bayan will finish us off with a lean into one of our open-source solutions that really is an important contribution to our data-centric AI community. That is a staggering statistic—50 to 80 percent of the end-to-end time is in data prep.

Machine Learning 52

Machine Learning Machine Learning ML ML 52

The MLOps Blog

JULY 18, 2023

How do you ensure data quality when building NLP products? Right, so the first question this person asks, quality data is a key requirement for building and deploying conversational AI and general NLP products, right? How would you ensure that your data is high-quality throughout the life cycle of the product?

AI 52

AI AI Natural Language Processing Machine Learning 52