IBM Big Data Hub

NOVEMBER 28, 2022

Metadata management performs a critical role within the modern data management stack. However, as data volumes continue to grow, manual approaches to metadata management are sub-optimal and can result in missed opportunities. This puts into perspective the role of active metadata management. What is Active Metadata management?

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Metadata Data Quality Data-driven Data Governance 56

AWS Big Data

MARCH 2, 2023

Apache Iceberg is an open table format for very large analytic datasets, which captures metadata information on the state of datasets as they evolve and change over time. In early 2022, AWS announced general availability of Athena ACID transactions, powered by Apache Iceberg. Starting with Amazon EMR version 6.5.0,

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Data Lake Data Processing Metadata Snapshot 136

Cloudera

AUGUST 26, 2021

In this blog post, we will ingest a real world dataset into Ozone, create a Hive table on top of it and analyze the data to study the correlation between new vaccinations and new cases per country using a Spark ML Jupyter notebook in CML. Learn more about the impacts of global data sharing in this blog, The Ethics of Data Exchange.

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Data Science Forecasting Metadata Machine Learning 113

IBM Big Data Hub

NOVEMBER 4, 2022

We are excited to share that Gartner recently named IBM a Leader in the 2022 Gartner® Magic Quadrant for Data Quality Solutions. With a strong end-to-end data management experience combined with innovation in metadata and AI-driven automation, IBM differentiates itself by offering integrated quality and governance capabilities.

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Data Quality Metadata Data Governance Data-driven 56

erwin

APRIL 27, 2022

Please help us keep our #1 position in 2022. Discover and document any data from anywhere for consistency, clarity and artifact reuse across large-scale data integration, master data management, metadata management, Big Data, business intelligence and analytics initiatives – all while supporting data governance and intelligence efforts.

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Data Governance Data Warehouse Metadata Digital Transformation 52

DataRobot Blog

SEPTEMBER 1, 2022

This feature will compute some DataRobot monitoring calculations outside of DataRobot and send the summary metadata to MLOps. 1 IDC, MLOps – Where ML Meets DevOps, doc #US48544922, March 2022. 2 IDC, FutureScape: Worldwide Artificial Intelligence and Automation 2022 Predictions, doc #US48298421, October 2021.

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IBM Big Data Hub

OCTOBER 4, 2023

from 2022 to 2026. In fact, according in an IDC DataSphere study, IDC estimated that 10,628 exabytes (EB) of data was determined to be useful if analyzed, while only 5,063 exabytes (EB) of data (47.6%) was analyzed in 2022. Why does AI need an open data lakehouse architecture? All of this supports the use of AI.

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Data Lake Metadata Data Warehouse Cost-Benefit 77

Cloudera

MARCH 3, 2022

Data analytics and machine learning can become a business and a compliance risk if data security, governance, lineage, metadata management, and automation are not holistically applied across the entire data lifecycle and all environments. From Bad to Worse. One possible solution is to adopt a hybrid cloud strategy. .

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Cloudera

SEPTEMBER 9, 2022

analyst Sumit Pal, in “Exploring Lakehouse Architecture and Use Cases,” published January 11, 2022: “Data lakehouses integrate and unify the capabilities of data warehouses and data lakes, aiming to support AI, BI, ML, and data engineering on a single platform.” This is the promise of the modern data lakehouse architecture.

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IBM Big Data Hub

JUNE 23, 2022

Data governance – Some of the most exciting governance capabilities of the IBM Data fabric include automatically applying metadata to new datasets using machine learning as well as auto-generated data quality assessments and scoring and AI-based dataset recommendations. Providing the semantic.

Enterprise 52

Enterprise Metadata Data Governance Machine Learning 52

IBM Big Data Hub

OCTOBER 4, 2022

IBM Global AI Adoption Index 2022.). This includes capturing of the metadata, tracking provenance and documenting the model lifecycle. This includes repeatability and the ability to capture of model development time, metadata, post-deployment model monitoring, and to customize workflows. What is stopping AI adoption today?

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Metadata Risk Management Risk Experimentation 97

Cloudera

APRIL 3, 2023

In this blog, we will share with you in detail how Cloudera integrates core compute engines including Apache Hive and Apache Impala in Cloudera Data Warehouse with Iceberg. We will publish follow up blogs for other data services. Iceberg basics Iceberg is an open table format designed for large analytic workloads.

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Data Warehouse Snapshot Metadata Cost-Benefit 82

CIO Business Intelligence

JULY 10, 2024

Businesses are investing great sums of money in generative AI – to the point that GenAI spending in 2025 will be nearly seven times greater than it was in 2022, according to IDC historical data and forecasts. Where is all that money going? Thus, GenAI in this space mostly offers a new way of accomplishing an old task.

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Risk Marketing Metadata Technology 123

Andrew White

JANUARY 9, 2022

On Thursday January 6th I hosted Gartner’s 2022 Leadership Vision for Data and Analytics webinar. Which trends do you see for 2022 in AI & ML technology and tools and tool capabilities? We will publish a new Top Trends for D&A for 2022 in a couple of months. Can you remind where we can find the mentioned blog?

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Analytics Measurement Data-driven Modeling 64

IBM Big Data Hub

APRIL 27, 2022

A data fabric utilizes continuous analytics over existing, discoverable and inferenced metadata to support the design, deployment and utilization of integrated and reusable datasets across all environments, including hybrid and multicloud platforms.” [1]. 3 March 2022. 11 May 2021. . 2 “Exposing The Data Mesh Blind Side ” Forrester.

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Management Metadata Data Architecture Data Lake 79

O'Reilly on Data

MARCH 23, 2023

ChatGPT, or something built on ChatGPT, or something that’s like ChatGPT, has been in the news almost constantly since ChatGPT was opened to the public in November 2022. O’Reilly, 2022). Personal conversation, though he may also have said this in his blog. This example taken from [link].

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Cloudera

JUNE 7, 2022

Common security, governance, metadata, replication, and automation enable CDP to operate as an integrated system. Integration, metadata and governance capabilities glue the individual components together.” . The post The Future Is Hybrid Data, Embrace It appeared first on Cloudera Blog.

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IT Data Architecture Unstructured Data Big Data 112

CIO Business Intelligence

JUNE 12, 2024

For example, gen AI can be used to extract metadata from documents, create indexes of information and knowledge graphs, and to query, summarize, and analyze this data. According to IDC , 90% of data generated by organizations in 2022 was unstructured.

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Cloudera

JUNE 30, 2022

With Shared Data Experience (SDX) which is built in to CDP right from the beginning, customers benefit from a common metadata, security, and governance model across all their data. . In February 2022, we introduced Apache Iceberg as a technical preview within CDP. Why integrate Apache Iceberg with Cloudera Data Platform?

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Data Lake Data Warehouse Data Architecture Metadata 88

Cloudera

OCTOBER 11, 2022

A recent VentureBeat article , “4 AI trends: It’s all about scale in 2022 (so far),” highlighted the importance of scalability. They all should work on shared data of any type – with common metadata management – ideally open. The post AI at Scale isn’t Magic, it’s Data – Hybrid Data appeared first on Cloudera Blog.

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Data Science Snapshot Data Warehouse Metadata 94

Alation

JANUARY 13, 2022

Data fabric has captured most of the limelight; it focuses on the technologies required to support metadata-driven use cases across hybrid and multi-cloud environments. Indeed, a data catalog plays a crucial role in extracting and analyzing metadata from an organization’s data sources to fuel the data fabric. See diagram below.).

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Data Lake Metadata Data-driven Data Governance 59

Alation

DECEMBER 15, 2022

August 2017: Alation debuts as a leader in the Gartner MQ for Metadata Management Solutions. August 2018: Gartner names Alation a 2X Leader in the MQ for Metadata Management Solutions. October 2019: Gartner names Alation a 3X Leader to the Gartner Magic Quadrant for Metadata Management Solutions. June 2017: Yahoo Japan Corp.

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Metadata Data Governance Data Quality Marketing 52

Cloudera

NOVEMBER 17, 2022

While Cloudera CDH was already a success story at HBL, in 2022, HBL identified the need to move its customer data centre environment from Cloudera’s CDH to Cloudera Data Platform (CDP) Private Cloud to accommodate growing volumes of data. The post Habib Bank manages data at scale with Cloudera Data Platform appeared first on Cloudera Blog.

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Management Data Lake Consulting Unstructured Data 85

Cloudera

JUNE 16, 2022

CSP was recently recognized as a leader in the 2022 GigaOm Radar for Streaming Data Platforms report. For governance and security teams, the questions revolve around chain of custody, audit, metadata, access control, and lineage. The post Turning Streams Into Data Products appeared first on Cloudera Blog. Not to worry.

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Data Lake Manufacturing Metadata Dashboards 88

Ontotext

OCTOBER 11, 2023

Krasimira showcased how knowledge graphs, combined with semantic metadata , enhance LLMs for better content discovery, understanding, and question-answering. In the first part of the talk, I presented the “crazy idea” idea behind our knowledge graph, which back in 2022 resonated with our CEO’s long-term vision. A demonstrator.

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Metadata Cost-Benefit Marketing Modeling 69

Cloudera

AUGUST 4, 2021

The data is profiled and enhanced with rich metadata—including operational, social, and business context—creating trusted and reusable data assets and making them discoverable. Putting metadata to work here is like using an automated roadmap to locate the right information more quickly than having to scan large data loads from top to bottom.

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Data Governance Metadata Data-driven Enterprise 86

Cloudera

JUNE 18, 2022

It added metadata that described the logical and physical layout of the data, enabling cost-based optimizers, dynamic partition pruning, and a number of key performance improvements targeted at SQL analytics. The post The Future of the Data Lakehouse – Open appeared first on Cloudera Blog.

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Data Lake Data Warehouse Machine Learning Data-driven 94

IBM Big Data Hub

OCTOBER 12, 2023

Among the tasks necessary for internal and external compliance is the ability to report on the metadata of an AI model. Metadata includes details specific to an AI model such as: The AI model’s creation (when it was created, who created it, etc.) Learn more about IBM watsonx 1.

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AWS Big Data

MARCH 9, 2023

SCD2 metadata – rec_eff_dt and rec_exp_dt indicate the state of the record. Register source tables in the AWS Glue Data Catalog We use an AWS Glue crawler to infer metadata from delimited data files like the CSV files used in this post. When you’re creating the AWS Glue crawler, create a new database named rs-dimension-blog.

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IBM Big Data Hub

APRIL 13, 2023

Here are some of the key tables: FLIGHT_DECTREE_MODEL: this table contains metadata about the model. Examples of metadata include depth of the tree, strategy for handling missing values, and the number of leaf nodes in the tree. Loukides, Mike, AI Adoption in the Enterprise 2022. and Lawrence, N.D., 1–29. Amershi, S.,

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Modeling Statistics Machine Learning Testing 81

Ontotext

AUGUST 15, 2019

Some of that journey has been recorded in a previous blog post. This becomes possible thanks to metadata enrichment, integrating and linking data from various data sources and, ultimately, dumping, structuring and querying that data with the help of a semantic graph database. What This Training Is.

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Knowledge Discovery Technology Metadata Interactive 70

Alation

AUGUST 11, 2022

I recently had the opportunity to connect with Mohan at Snowflake Summit 2022 in Las Vegas. We chatted about industry trends, why decentralization has become a hot topic in the data world, and how metadata drives many data-centric use cases. What are your thoughts on the centralization of metadata?

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Metadata Data Warehouse Data Quality Data Lake 52

Alation

AUGUST 16, 2022

We look forward to sitting down with Stewart Bond, the lead analyst on the report, on September 8, 2022 to discuss the report and broader trends he is seeing in the data intelligence market. Alation supports over 80 out-of-the-box connectors and an open API framework to automate metadata, lineage, sampling, and query ingestion,” writes Bond.

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Data Quality Data Governance Metadata Reporting 52

Sisense

AUGUST 21, 2020

It also converts metadata from being used in auditing, lineage and reporting to powering dynamic systems.”. Gartner: “By 2022, public cloud services will be essential for 90% of data and analytics innovation. AI and machine learning are the future of every industry, especially data and analytics. Trend 5: Augmented data management.

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Cloudera

SEPTEMBER 15, 2022

The gathering in 2022 marked the sixteenth year for top data and analytics professionals to come to the MIT campus to explore current and future trends. In June 2022, Barr Moses of Monte Carlo expanded on her initial article defining data observability. The post Demystifying Modern Data Platforms appeared first on Cloudera Blog.

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IBM Big Data Hub

JUNE 26, 2023

in 2022 and it is expected to be hit around USD 118.06 Automatic capture of model metadata and facts provide audit support while driving transparent and explainable model outcomes. Sign up for the watsonx.governance waitlist The post How to responsibly scale business-ready generative AI appeared first on IBM Blog.

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Risk Deep Learning Metadata Modeling 63

AWS Big Data

NOVEMBER 29, 2023

In 2022, AWS published a dbt adapter called dbt-glue —the open source, battle-tested dbt AWS Glue adapter that allows data engineers to use dbt for cloud-based data lakes along with data warehouses and databases, paying for just the compute they need. If the workgroup athena-dbt-glue-aws-blog settings dialog box appears, choose Acknowledge.

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Data Lake Management Metrics Data Warehouse 121