The Data Administration Newsletter

FEBRUARY 5, 2025

Unsurprisingly, my last two columns discussed artificial intelligence (AI), specifically the impact of language models (LMs) on data curation. addressed some of the […]

Data Quality 52

Data Quality Artificial Intelligence Artificial Intelligence AI 52

KDnuggets

AUGUST 2, 2022

Sadly, it’s often due to a lack of focus on data quality. Many machine learning models fail to deliver.

Data Quality 363

Data Quality Machine Learning Machine Learning AI 363

Smart Data Collective

SEPTEMBER 29, 2022

These three steps are performed by OCR in about 3 to 5 seconds observing an ever higher accuracy thanks to machine learning and artificial intelligence than manual extraction. Automated data capture improves your document management and processing. Automatic data extraction drastically reduces manual input errors.

Data Quality 145

Data Quality Big Data Big Data Artificial Intelligence 145

Dataversity

APRIL 18, 2022

Since the data from such processes is growing, data controls may not be strong enough to ensure the data is qualitative. That’s where Data Quality dimensions come into play. […]. The post Data Quality Dimensions Are Crucial for AI appeared first on DATAVERSITY.

Data Quality 98

Data Quality AI AI Data Governance 98

Dataconomy

MARCH 13, 2023

How to create an artificial intelligence? The creation of artificial intelligence (AI) has long been a dream of scientists, engineers, and innovators. Understanding artificial intelligence Before diving into the process of creating AI, it is important to understand the key concepts and types of AI.

Artificial Intelligence 98

Artificial Intelligence Artificial Intelligence Natural Language Processing Algorithm 98

Analytics Vidhya

MARCH 13, 2024

Introduction Whether you’re a fresher or an experienced professional in the Data industry, did you know that ML models can experience up to a 20% performance drop in their first year? Monitoring these models is crucial, yet it poses challenges such as data changes, concept alterations, and data quality issues.

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ML ML Data Quality Analytics 320

The Data Administration Newsletter

DECEMBER 4, 2024

We have lots of data conferences here. I’ve taken to asking a question at these conferences: What does data quality mean for unstructured data? Over the years, I’ve seen a trend — more and more emphasis on AI. This is my version of […]

Data Quality 52

Data Quality AI AI Artificial Intelligence 52

Smart Data Collective

AUGUST 11, 2022

Artificial Intelligence (AI) has significantly altered how work is done. Human labeling and data labeling are however important aspects of the AI function as they help to identify and convert raw data into a more meaningful form for AI and machine learning to learn. How Artificial Intelligence is Impacting Data Quality.

Data Quality 139

Data Quality Artificial Intelligence Artificial Intelligence Machine Learning 139

Dataversity

JULY 12, 2024

A large language model (LLM) is a type of artificial intelligence (AI) solution that can recognize and generate new content or text from existing content. It is estimated that by 2025, 50% of digital work will be automated through these LLM models.

Data Quality 64

Data Quality Artificial Intelligence Artificial Intelligence AI 64

Analytics Vidhya

DECEMBER 28, 2022

Choosing the best appropriate activation function can help one get better results with even reduced data quality; hence, […]. Introduction In deep learning, the activation functions are one of the essential parameters in training and building a deep learning model that makes accurate predictions.

Deep Learning 268

Deep Learning Deep Learning Data Quality Data Science 268

Dataversity

APRIL 1, 2024

This reliance has spurred a significant shift across industries, driven by advancements in artificial intelligence (AI) and machine learning (ML), which thrive on comprehensive, high-quality data.

Data Quality 69

Data Quality Artificial Intelligence Artificial Intelligence Machine Learning 69

Dataconomy

MARCH 29, 2025

E-commerce giants increasingly use artificial intelligence to power customer experiences, optimize pricing, and streamline logistics. By prioritizing data quality, architectural robustness, and ethical considerations, e-commerce platforms can harness the full potential of AI while mitigating potential risks.

Data Warehouse 103

Data Warehouse AI Data Preparation AI 103

Flipboard

NOVEMBER 13, 2024

In the quest to uncover the fundamental particles and forces of nature, one of the critical challenges facing high-energy experiments at the Large Hadron Collider (LHC) is ensuring the quality of the vast amounts of data collected. The new system was deployed in the barrel of the ECAL in 2022 and in the endcaps in 2023.

Algorithm 160

Algorithm Data Quality Machine Learning Machine Learning 160

IBM Journey to AI blog

JULY 13, 2023

When we talk about data integrity, we’re referring to the overarching completeness, accuracy, consistency, accessibility, and security of an organization’s data. Together, these factors determine the reliability of the organization’s data. Data quality Data quality is essentially the measure of data integrity.

Data Quality 74

Data Quality Data Profiling Data Governance Machine Learning 74

Dataconomy

JULY 6, 2023

Like any emerging technology, there are numerous challenges in artificial intelligence that need to be addressed before AI can be widely adopted and its full potential realized. Artificial intelligence (AI) has emerged as a prominent and trending topic in contemporary times due to several compelling reasons.

Artificial Intelligence 188

Artificial Intelligence Artificial Intelligence AI AI 188

Dataconomy

NOVEMBER 12, 2024

Researchers have found that relying heavily on synthetic data can cause models to degrade over time. OpenAI’s Foundations team is developing new filtering mechanisms to maintain data quality, implementing validation techniques to distinguish between high-quality and potentially problematic synthetic content.

Data Quality 194

Data Quality AI AI Artificial Intelligence 194

Precisely

JANUARY 9, 2025

Artificial Intelligence (AI) is all the rage, and rightly so. Which of course led to the adoption of data quality software as part of a data warehousing environment with the goal of executing rules to profile cleanse, standardize, reconcile, enrich, and monitor the data entering the DW to ensure it was fit for purpose.

Data Warehouse 119

Data Warehouse Hadoop Data Lakes Data Governance 119

Dataversity

JANUARY 13, 2025

Data has become a driving force behind change and innovation in 2025, fundamentally altering how businesses operate. Across sectors, organizations are using advancements in artificial intelligence (AI), machine learning (ML), and data-sharing technologies to improve decision-making, foster collaboration, and uncover new opportunities.

Artificial Intelligence 80

Artificial Intelligence Artificial Intelligence Machine Learning Machine Learning 80

Flipboard

JUNE 15, 2023

Read the full series here: Building the foundation for customer data quality. The rapid advancement of artificial intelligence (AI) and machine learning (ML) technologies is pushing the boundaries of what can be achieved in marketing, customer experience … This article is part of a VB special issue.

Artificial Intelligence 123

Artificial Intelligence Artificial Intelligence Data Quality Machine Learning 123

Dataconomy

MARCH 21, 2025

Golden datasets play a pivotal role in the realms of artificial intelligence (AI) and machine learning (ML). As AI technology continues to evolve, the significance of these meticulously curated data collections becomes increasingly apparent.

ML 91

ML ML Algorithm Artificial Intelligence 91

Data Science Dojo

OCTOBER 10, 2023

The emergence of Artificial Intelligence in every field is reflected by the rise of its worth in the global market. The global market for artificial intelligence (AI) was worth USD 454.12 The global market for artificial intelligence (AI) was worth USD 454.12 billion by 2032. billion by 2032.

AI 243

AI AI Data Observability Artificial Intelligence 243

Dataversity

SEPTEMBER 16, 2024

Public sector agencies increasingly see artificial intelligence as a way to reshape their operations and services, but first, they must have confidence in their data. Accurate information is crucial to delivering essential services, while poor data quality can have far-reaching and sometimes catastrophic consequences.

Data Quality 52

Data Quality Artificial Intelligence Artificial Intelligence AI 52

Precisely

JANUARY 27, 2025

In 2025, its more important than ever to make data-driven decisions, cut costs, and improve efficiency especially in the face of major challenges due to higher manufacturing costs, disruptive new technologies like artificial intelligence (AI), and tougher global competition. In fact, its second only to data quality.

Data Quality 59

Data Quality Data Governance Analytics Analytics 59

Dataconomy

MAY 9, 2023

Artificial intelligence in accounting has taken the world by storm. For students looking to pursue a career in the field, understanding the role of artificial intelligence in accounting is critical to success. How is artificial intelligence used in accounting?

Artificial Intelligence 150

Artificial Intelligence Artificial Intelligence AI AI 150

Pickl AI

DECEMBER 16, 2024

Introduction Artificial Intelligence (AI) is the simulation of human intelligence in machines, enabling them to perform tasks like learning, reasoning, and problem-solving. Understanding the prerequisites for Artificial Intelligence is crucial for organisations aiming to harness its full potential.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Algorithm Data Quality 52

IBM Journey to AI blog

AUGUST 2, 2023

However, analytics are only as good as the quality of the data, which aims to be error-free, trustworthy, and transparent. According to a Gartner report , poor data quality costs organizations an average of USD $12.9 What is data quality? Data quality is critical for data governance.

Data Quality 73

Data Quality Data Governance Analytics Analytics 73

Precisely

NOVEMBER 18, 2024

Key Takeaways: Data integrity is required for AI initiatives, better decision-making, and more – but data trust is on the decline. Data quality and data governance are the top data integrity challenges, and priorities. Plan for data quality and governance of AI models from day one.

Analytics 72

Analytics Analytics AI Data Governance 72

Pickl AI

OCTOBER 1, 2024

Summary: Artificial Intelligence (AI) is revolutionizing agriculture by enhancing productivity, optimizing resource usage, and enabling data-driven decision-making. While AI presents significant opportunities, it also faces challenges related to data quality, technical expertise, and integration.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Predictive Analytics Algorithm 52

IBM Data Science in Practice

APRIL 26, 2024

Photo by Tim van der Kuip on Unsplash In the era of digital transformation, enterprises are increasingly relying on the power of artificial intelligence (AI) to unlock valuable insights from their vast repositories of data. Within this landscape, Cloud Pak for Data (CP4D) emerges as a pivotal platform.

SQL 130

SQL Data Quality Data Governance Data Scientist 130

Cassie Kozyrkov

SEPTEMBER 26, 2023

The data quality crisis no one is talking about Continue reading on Medium »

Data Quality 147

Data Quality Data Science Artificial Intelligence Artificial Intelligence 147

Cassie Kozyrkov

SEPTEMBER 26, 2023

The data quality crisis no one is talking about Continue reading on Towards Data Science »

Data Quality 147

Data Quality Data Science Artificial Intelligence Artificial Intelligence 147

Pickl AI

OCTOBER 18, 2024

Summary: Artificial Intelligence agents can be categorised into three main types: reactive, deliberative, and learning agents. Introduction Artificial Intelligence (AI) has transformed the way machines interact with the world around them. One crucial component of Artificial Intelligence is the concept of agents.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence AI AI 52

Flipboard

DECEMBER 27, 2023

Presented by SQream The challenges of AI compound as it hurtles forward: demands of data preparation, large data sets and data quality, the time sink of long-running queries, batch processes and more. In this VB Spotlight, William Benton, principal product architect at NVIDIA, and others explain how …

Data Preparation 181

Data Preparation Analytics Analytics Data Quality 181

Dataconomy

NOVEMBER 11, 2024

Data preparation for LLM fine-tuning Proper data preparation is key to achieving high-quality results when fine-tuning LLMs for specific purposes. Importance of quality data in fine-tuning Data quality is paramount in the fine-tuning process.

Data Preparation 203

Data Preparation Database Data Quality Machine Learning 203

Towards AI

FEBRUARY 11, 2025

Beyond Scale: Data Quality for AI Infrastructure The trajectory of AI over the past decade has been driven largely by the scale of data available for training and the ability to process it with increasingly powerful compute & experimental models. The Scaling Hypothesis: Bigger Data, Better AI? Our immediate response?

Data Quality 54

Data Quality Data Engineering Data Engineer Data Engineering 54

Dataversity

MARCH 11, 2025

As artificial intelligence reshapes our world, an environmental crisis is building in its digital wake. Data center power demand is projected tosurge 160% by 2030, potentially generating up to $149 billion in social costs, including resource depletion, environmental impact, and public health.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence AI AI 52

Dataversity

SEPTEMBER 18, 2024

Artificial Intelligence (AI) has earned a reputation as a silver bullet solution to a myriad of modern business challenges across industries. From improving diagnostic care to revolutionizing the customer experience, many industries and organizations have experienced the true transformational power of AI.

Artificial Intelligence 135

Artificial Intelligence Artificial Intelligence AI AI 135