Remove 2017 Remove Data Quality Remove Metadata
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What are model governance and model operations?

O'Reilly on Data

A catalog of validation data sets and the accuracy measurements of stored models. Versioning (of models, feature vectors , data) and the ability to roll out, roll back, or have multiple live versions. Metadata and artifacts needed for a full audit trail.

Modeling 256
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Deep automation in machine learning

O'Reilly on Data

Anomaly detection is well-known in the financial industry, where it’s frequently used to detect fraudulent transactions, but it can also be used to catch and fix data quality issues automatically. If you suddenly see unexpected patterns in your social data, that may mean adversaries are attempting to poison your data sources.

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Why Data Governance Is Crucial for All Enterprise-Level Businesses

Cloudera

It’s believed the source of the breach was Marriott’s Starwood subsidiary and Marriott might not have done due diligence when merging its newly acquired subsidiary’s data into its own databases. In 2017, Anthem reported a data breach that exposed thousands of its Medicare members. From Bad to Worse.

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SHACL-ing the Data Quality Dragon III: A Good Artisan Knows Their Tools

Ontotext

Work on it began in 2015 and achieved W3C Recommendation status in mid-2017. While these provide no instructions to a SHACL engine, the use of non-validating characteristics such as sh:name and sh:description can add metadata to your shapes that make them easier to maintain as they scale up. As far as standards go, SHACL is young.

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If Johnny Mnemonic Smuggled Linked Data

Ontotext

He has been tasked with smuggling data – not in the 90s as the movie had it, but these days. It’s the dawn of a yet another Forrester report ( TechRadar : Artificial Intelligence Technologies, Q1 2017 ) highlighting the importance and the potential of semantic technology to represent and govern knowledge.

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10 Years Later: Who’s the GOAT of Data Catalogs?

Alation

May 2016: Alation named a Gartner Cool Vendor in their Data Integration and Data Quality, 2016 report. January 2017: MercadoLibre signs on as the first LATAM customer. June 2017: Dresner Advisory Services names Alation the #1 data catalog in its inaugural Data Catalog End-User Market Study.

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If Johnny Mnemonic Smuggled Linked Data

Ontotext

He has been tasked with smuggling data – not in the 90s as the movie had it, but these days. It’s the dawn of a yet another Forrester report ( TechRadar : Artificial Intelligence Technologies, Q1 2017 ) highlighting the importance and the potential of semantic technology to represent and govern knowledge.