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What is data architecture? A framework to manage data

CIO Business Intelligence

Invest in core functions that perform data curation such as modeling important relationships, cleansing raw data, and curating key dimensions and measures. Optimize data flows for agility. Limit the times data must be moved to reduce cost, increase data freshness, and optimize enterprise agility.

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What Is Hyperautomation?

O'Reilly on Data

So from the start, we have a data integration problem compounded with a compliance problem. An AI project that doesn’t address data integration and governance (including compliance) is bound to fail, regardless of how good your AI technology might be. The data available to our retail business is much more limited.

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Build a high-performance quant research platform with Apache Iceberg

AWS Big Data

In this post, we focus on data management implementation options such as accessing data directly in Amazon Simple Storage Service (Amazon S3), using popular data formats like Parquet, or using open table formats like Iceberg. Data management is the foundation of quantitative research.

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Introducing generative AI upgrades for Apache Spark in AWS Glue (preview)

AWS Big Data

job reads a dataset, updated daily in an S3 bucket under different partitions, containing new book reviews from an online marketplace and runs SparkSQL to gather insights into the user votes for the book reviews. Understanding the upgrade process through an example We now show a production Glue 2.0 using the Spark Upgrade feature.

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Managing risk in machine learning

O'Reilly on Data

Below are the top search topics on our training platform: Beyond “search,” note that we’re seeing strong growth in consumption of content related to ML across all formats—books, posts, video, and training. At the recent Strata Data conference we had a series of talks on relevant cultural, organizational, and engineering topics.

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How to Pinpoint Where Your Organization Wins (and Loses) with Data

CIO Business Intelligence

Here, I’ll highlight the where and why of these important “data integration points” that are key determinants of success in an organization’s data and analytics strategy. It’s the foundational architecture and data integration capability for high-value data products. Data and cloud strategy must align.

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How AWS helped Altron Group accelerate their vision for optimized customer engagement

AWS Big Data

He helps architect and run Solutions Accelerators in Europe to enable customers to become hands-on with AWS services and build prototypes quickly to release the value of data in the organization. In his free time, he reads books and tries (hopelessly) to improve his jazz piano skills.