Machine Learning Metadata Store

KDnuggets

In this article, we will learn about metadata stores, the need for them, their components, and metadata store management. KDnuggets Originals Machine Learning

AWS Glue for Handling Metadata

Analytics Vidhya

The post AWS Glue for Handling Metadata appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon. Introduction AWS Glue helps Data Engineers to prepare data for other data consumers through the Extract, Transform & Load (ETL) Process.

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How Metadata Improves Security, Quality, and Transparency

DataFloq

Everything else can be seen as metadata: additional elements about how one listens, how the song is composed, and what other music it sounds like. What is metadata? More directly, metadata provides context about the data, more than what you see in the rows and columns.

Metadata is the Magic Behind Data Fabric

The Data Administration Newsletter

The main goal of creating an enterprise data fabric is not new. It is the ability to deliver the right data at the right time, in the right shape, and to the right data consumer, irrespective of how and where it is stored.

How to Operationalize Data From Multiple Sources to Deliver Actionable Insights

Speaker: Speakers from SafeGraph, Facteus, AWS Data Exchange, SimilarWeb, and AtScale

Learn how to blend various datasets together from top data providers in AWS Data Exchange like Safegraph, Facteus, and SimilarWeb with internal data to innovate and make smarter decisions at scale.

Best Practices for Metadata Management

Alation

What Is Metadata? Metadata is information about data. A clothing catalog or dictionary are both examples of metadata repositories. An asset alone is just the tip of the iceberg; metadata tells you “what lies beneath.”. Yet not all forms of metadata are created equal.

How Metadata Improves Security, Quality, and Transparency

KDnuggets

Metadata is the data providing context about the data, more than what you see in the rows and columns. By managing your metadata, you're effectively creating an encyclopedia of your data assets.

Neptune.ai?—?A Metadata Store for MLOps

Analytics Vidhya

A centralized location for research and production teams to govern models and experiments by storing metadata throughout the ML model lifecycle. A Metadata Store for MLOps appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon.

7 Benefits of Metadata Management

erwin

Metadata management is key to wringing all the value possible from data assets. What Is Metadata? Analyst firm Gartner defines metadata as “information that describes various facets of an information asset to improve its usability throughout its life cycle. Analyze metadata.

Apache Ozone Metadata Explained

Cloudera

As an important part of achieving better scalability, Ozone separates the metadata management among different services: . Ozone Manager (OM) service manages the metadata of the namespace such as volume, bucket and keys. All-in-One Metadata location. Security Metadata location.

Metadata Store for Production ML!

KDnuggets

Add Layer to your existing ML code and quickly get a rich model and data registry with experiment tracking! Products and Services Partners

Very Meta … Unlocking Data’s Potential with Metadata Management Solutions

erwin

While there has been a lot of talk about big data over the years, the real hero in unlocking the value of enterprise data is metadata , or the data about the data. And to truly understand it , you need to be able to create and sustain an enterprise-wide view of and easy access to underlying metadata. Metadata Is the Heart of Data Intelligence. Harvesting data – Automate the collection of metadata from various data management silos and consolidate it into a single source.

How Metadata Makes Data Meaningful

erwin

Metadata is an important part of data governance, and as a result, most nascent data governance programs are rife with project plans for assessing and documenting metadata. But are these rampant and often uncontrolled projects to collect metadata properly motivated?

Metadata is Like Body Language

TDAN

The Nonverbal Dilemma Nonverbal communication is composed of body gestures and vocal inflections. The words you speak are a small fraction of communication.

The Top 10 Metadata Management Platforms for Efficient Data Administration

DataFloq

Metadata management, lately, has emerged as one of the most important practices in organizations. The underlying reason being the increased usage of big data and cloud platforms, and the tendency of information to get scattered in the absence of efficient metadata management. This has necessitated the need for organizations to adopt the best in metadata management practices in order to manage the information assets within the.

How to Build a Successful Metadata Management Framework

Alation

This is where metadata, or the data about data, comes into play. Your metadata management framework provides the underlying structure that makes your data accessible and manageable. What is a Metadata Management Framework? What Are the Benefits of a Metadata Management Framework?

Is Junk Metadata a Data Catalog Risk?

The Data Administration Newsletter

Data Articles Data Education Data Management Articles Data Management News, Articles, & Education Data Topics Metadata Management Articles Metadata Management News, Articles, & Education chisholm data catalog junk MetadataMany of us know what a hoarder is.

ETL Antipattern: Lazy Metadata

Tim Mitchell

If data is a train, then metadata is the track on which it travels. A good metadata definition in ETL processes will help to ensure that the flow of the data is predictable, robust, and is properly constrained to avoid errors.

Metadata-Driven Data Warehouses are Ideal

The Data Administration Newsletter

A metadata-driven data warehouse (MDW) offers a modern approach that is designed to make EDW development much more simplified and faster. It makes use of metadata (data about your data) as its foundation and combines data modeling and ETL functionalities to build data warehouses.

Expanding Role of Data Governance, Metadata Management, and Data Quality

The Data Administration Newsletter

Ensuring data quality is an important aspect of data management and these days, DBAs are increasingly being called upon to deal with the quality of the data in their database systems more than ever before. The importance of quality data cannot be overstated.

Your Metadata Will Not Govern Itself

TDAN

Metadata Governance is easiest to understand when you separate the term into its two parts – Metadata and Data Governance. Ask any organization that excels in metadata management (or provides thorough documentation of their data, information, and records) whether or not they govern their metadata and they will surely respond affirmatively.

RDF-Star: Metadata Complexity Simplified

Ontotext

Not Every Graph is a Knowledge Graph: Schemas and Semantic Metadata Matter. To be able to automate these operations and maintain sufficient data quality, enterprises have started implementing the so-called data fabrics , that employ diverse metadata sourced from different systems.

Automating Metadata Management Through Data Catalogs

The Data Administration Newsletter

Cataloging items has been a process used since the early 1900s to manage large inventories, whether it be books or antics. In this age, data management has become a necessary routine.

Metadata Management, Data Governance and Automation

erwin

And this time, you guessed it – we’re focusing on data automation and how it could impact metadata management and data governance. The post Metadata Management, Data Governance and Automation appeared first on erwin, Inc. Can the 80/20 Rule Be Reversed? erwin released its State of Data Governance Report in February 2018, just a few months before the General Data Protection Regulation (GDPR) took effect.

Metadata Management Best Practices: How to Plan Your Metadata Management Program

Octopai

Metadata has been defined as the who, what, where, when, why, and how of data. Without the context given by metadata, data is just a bunch of numbers and letters. A stockpile of metadata isn’t all that much more useful than a stockpile of data. Metadata needs to be managed.

How Metadata Makes Data Meaningful

erwin

Metadata is an important part of data governance, and as a result, most nascent data governance programs are rife with project plans for assessing and documenting metadata. But are these rampant and often uncontrolled projects to collect metadata properly motivated?

Metadata is Like Packaging: Seeing Beyond the Library Card Metaphor

Ontotext

way we package information has a lot to do with metadata. The somewhat conventional metaphor about metadata is the one of the library card. Metadata is Like Packaging. Now let’s unpack (pun unintended) this by looking at packaging and the way it is analogous to metadata.

Why metadata management software is essential and what to expect

erwin

Metadata management is essential to becoming a data-driven organization and reaping the competitive advantage your organization’s data offers. Gartner refers to metadata as data that is used to enhance the usability, comprehension, utility or functionality of any other data point.

Metadata enrichment – highly scalable data classification and data discovery

IBM Big Data Hub

Metadata enrichment is about scaling the onboarding of new data into a governed data landscape by taking data and applying the appropriate business terms, data classes and quality assessments so it can be discovered, governed and utilized effectively.

What is Metadata Management?

Octopai

Modern data processing depends on metadata management to power enhanced business intelligence. Metadata is of course the information about the data, and the process of managing it is mysterious to those not trained in advanced BI. What is metadata management?

Metadata Moves: Knowledge Graph Technology for Logistics

Ontotext

The amount of metadata being exchanged during the movement of goods across the world is mind boggling. Just imagine the trail of metadata your evening glass of wine left across platforms and systems before the bottle arrived at your place for you to open and enjoy its aroma.

What Is a Metadata Management Tool?

Octopai

Metadata. Metadata is the pertinent, practical details about data assets: what they are, what to use them for, what to use them with. Without metadata, data is just a heap of numbers and letters collecting dust. Where does metadata come from? Metadata harvesting.

Business Glossary and Metadata: Small Teams Data Governance

TDAN

Data Columns Data Education Data Governance Columns Data Governance News, Articles, & Education Data Management Columns Data Management News, Articles, & Education Data Strategy Columns Data Strategy News, Articles, & Education Data Topics Metadata Management Columns Metadata Management News, Articles, & Education data governance fryman glossary Metadata

Gartner Names Alation a Leader in Metadata Management

Alation

The post Gartner Names Alation a Leader in Metadata Management appeared first on Alation. Partner News Alation data catalog Gartner gartner magic quadrant metadata management

Gartner Names Alation a Leader in Metadata Management

Alation

The post Gartner Names Alation a Leader in Metadata Management appeared first on Alation. Company News Alation data catalog Gartner gartner magic quadrant metadata management

Data Governance and Metadata Management: You Can’t Have One Without the Other

erwin

When an organization’s data governance and metadata management programs work in harmony, then everything is easier. Creating and sustaining an enterprise-wide view of and easy access to underlying metadata is also a tall order. Metadata Management Takes Time. What Is Metadata?

Four Use Cases Proving the Benefits of Metadata-Driven Automation

erwin

Organization’s cannot hope to make the most out of a data-driven strategy, without at least some degree of metadata-driven automation. By implementing metadata-driven automation, organizations across industry can unleash the talents of their highly skilled, well paid data pros to focus on finding the goods: actionable insights that will fuel the business. Metadata-Driven Automation in the BFSI Industry. Metadata-Driven Automation in the Pharmaceutical Industry.

The Future of Data Lineage and the Role of Metadata

Alation

Active metadata will play a critical role in automating such updates as they arise. If a language can include metadata in the form of comments (and they all can) then markup can be inserted. The post The Future of Data Lineage and the Role of Metadata appeared first on Alation.

What Is Active Metadata Management and How Does It Work?

Octopai

First, what active metadata management isn’t : “Okay, you metadata! Now, what active metadata management is (well, kind of): “Okay, you metadata! Metadata are the details on those tools: what they are, what to use them for, what to use them with. .

Why Metadata Matters: The Data on Your Data

Sirius Computer Solutions

Metadata provides basic information (the who, what, when, where, why) about your data assets. Think of metadata as your data’s life story. Metadata management is key to your overall data governance strategy. We consider metadata management a key pillar of data governance.

2019 Highlights in Metadata Management

Octopai

As 2019 comes to a close, we think it’s the perfect time to review trends in metadata management as well as look at some of Octopai’s own highlights. Metadata is everywhere and its success depends on deploying the right resources for its management. Metadata Management Automation

The Data-Centric Revolution: Toss Out Metadata That Does Not Bring Joy

TDAN

As I write this, I can almost hear you wail “No, no, we don’t have too much metadata, we don’t have nearly enough! We have several projects in flight to expand our use of metadata.” Sorry, I’m going to have to disagree with you there. You are on a fool’s errand that will just provide […].

Why Is Metadata Discovery Important? (+ 5 Use Cases)

Octopai

Data needs to be accompanied by the metadata that explains and gives it context. Without metadata, data is just a bunch of meaningless, unspecified numbers or words that are about as useful as a bunch of rocks (or shells). Intelligent metadata discovery saves the sanity of your BI team.