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Data Modeling

Data Modeling and Database Design and Development – including popular approaches such as Agile and Waterfall design - provide the basis for the Visualization, and Management of, Business Data in support of initiatives such a Big Data Analytics, Business Intelligence, Data Governance, Data Security, and other enterprise-wide data-driven objectives.



Data Modeling Articles

Comprehending natural language text with its first-hand challenges of ambiguity, synonymity, and co-reference has been a long-standing problem in natural language processing. Transfer learning uses some of the models that have been pre-trained on terabytes of data and fine-tunes them based on the problem at hand. It's the new way to efficiently implement machine learning solutions without spending months on data cleaning pipeline. Jayeeta Putatunda, senior data scientist, Indellient US Inc., discussed how to implement language model BERT during his Data Summit Connect Fall 2020 session, "The Power of Transfer Learning in NLP using BERT."

Posted October 22, 2020

Qlik is acquiring Blendr.io, an easy-to-use, scalable, and secure embedded integration and automation platform (iPaaS), expanding Qlik's ability to deliver active intelligence through its end-to-end data integration and cloud analytics platform. Blendr.io's technology enables Qlik to expand the existing breadth of its data integration and data analytics offerings to also include automation to trigger actions and enhance augmented analytics capabilities.

Posted October 22, 2020

Hasura, the data access infrastructure company, is adding GraphQL support for MySQL and early access support for SQL Server to its existing support for PostgreSQL, enabling the company to support three of the most popular database technologies.

Posted October 21, 2020

Data Summit Connect Fall began on October 20 with a keynote from Doug Laney, data and analytics innovation fellow, West Monroe and author of "Infonomics," who discussed the new economics of information. He covered the issues of information ownership, rights, and privileges, along with external data opportunities and challenges, and his set of generally accepted information principles culled from other asset management disciplines.

Posted October 20, 2020

OpenStack Foundation has announced it will be changing its corporate name to Open Infrastructure Foundation (OIF) starting in 2021, reflecting the organization's broader commitment and valuable expertise in driving innovations in open source. OIF's goal is to build an open infrastructure for the next decade by solving infrastructure issues raised by continuing demands in new markets.

Posted October 20, 2020

Data Summit Connect Fall 2020, a series of data management and analytics webinars presented by DBTA and Big Data Quarterly, is going on this week. Whether your interests lie in the technical possibilities and challenges of new and emerging technologies or using the wealth of data your company is collecting for business intelligence, analytics, and other business strategies, Data Summit Connect Fall 2020 has something for you!

Posted October 20, 2020

CompassRed, a data analytics and artificial intelligence company, will use its $2 million grant from the CARES Act to fund a Data Innovation Lab to accelerate the use of data insights and intelligence to address COVID-related issues in the Mid-Atlantic region.

Posted October 16, 2020

DataOps has emerged as an agile methodology to improve the speed and accuracy of analytics through new data management practices and processes—from data quality and integration to model deployment and management. Chris Bergh, CEO and head chef, DataKitchen, will lead a workshop on DataOps titled, "Getting Started With DataOps: Orchestrating The Three Pipelines" at the Data Summit Connect Fall 2020 conference.

Posted October 13, 2020

Alation, a provider of enterprise data intelligence solutions, has formed a partnership with Dataiku, an enterprise AI and machine learning platform, to ensure that sensitive data used to create AI and machine-learning models is properly classified and governed. With the Alation and Dataiku integration, data scientists have immediate access to curated data ingested directly into Dataiku.

Posted October 13, 2020

This may be the era of the data-driven enterprise, but only a handful of organizations report they are ready for it. There is a growing volume of "dark data" that remains obscure to IT managers and decision makers. This period unfolding before us will be driven by several technology initiatives, from 5G wireless and IoT to AI.

Posted October 08, 2020

Both data warehouses and data lakes offer robust options for ensuring that data is well-managed and prepped for today's analytics requirements. However, the two environments have distinctly different roles, and data managers need to understand how to leverage the strengths of each to make the most of the data feeding into analytics systems.

Posted October 08, 2020

"It's yours, free. Just pay shipping and handling!" claims the infomercial host. We've all seen them, the advertisements for home maintenance, gardening equipment, or even cooking products that promise the world but end up costing a lot of money. Whether it's through shipping fees or the need to sign up for long contracts that are hard to break, unfortunately, most deals that seem "too good to be true" usually are not what they seem.

Posted October 08, 2020

Rocket Software is in the midst of conducting several product alpha and beta programs to implement user feedback into new and existing products. The fall of 2020 is about Rocket engaging with its MultiValue user base, during these programs customers can provide critical feedback on features they need to modernize and optimize their applications, ranging from API development to helping define metrics that they want to monitor for better performance.

Posted October 08, 2020

Amazon Web Services (AWS) is releasing Amazon Timestream, a new time series database for IoT and operational applications that can scale to process trillions of time series events per day. According to AWS, Amazon Timestream saves customers effort and expense by keeping recent data in-memory and moving historical data to a cost-optimized storage tier based upon user-defined policies, while its query processing gives customers the ability to access and combine recent and historical data transparently across tiers with a single query, without needing to specify explicitly in the query whether the data resides in the in-memory or cost-optimized tier.

Posted October 05, 2020

IT Glue, a Kaseya company and industry standard for IT documentation, is introducing several new product features and integrations, focusing on providing managed service providers (MSPs) and internal IT teams with easier access and greater functionality with their most critical asset - IT documentation.  

Posted October 02, 2020

Precisely, a global leader in data integrity, announced the availability of its datasets on the Snowflake Data Marketplace, providing users with a place within the Snowflake Data Marketplace to enrich their own data with Precisely's unique location and consumer insights, for additional context to drive confident business decision-making.

Posted October 01, 2020

Pure Storage, an IT pioneer that delivers storage as-a-service in a multi-cloud world, is introducing a spectrum of enhancements to its hybrid cloud solutions across the VMware portfolio, enabling any enterprise to focus on innovation rather than infrastructure. New solution enhancements from Pure help enterprises maximize their VMware investments, delivering agility and efficiency for modern applications across on-premises and cloud environments. Customers will have improved availability of their data services, enabling them to meet demanding Service-level Agreements (SLAs).

Posted September 29, 2020

Green House Data, a provider of digital transformation consulting and managed IT services, is rebranding to unify its recently acquired companies and nine locations throughout North America under one brand name—Lunavi. The new name reflects the company's growth and ability to provide end-to-end solutions that span from migrating legacy infrastructure to the cloud to enabling cloud native, modern application development, according to the vendor.

Posted September 29, 2020

Ardoq, a software company reinventing enterprise architecture, is launching Scenarios, enabling organizations to model multiple future states in a scalable, data-driven, and collaborative way. Ardoq's Scenarios has taken the lessons learned from collaborative code development and applied them to a data-driven approach for modeling enterprise-wide change.

Posted September 28, 2020

TIBCO Software Inc., a provider of enterprise data solutions, is focusing on disrupting the analytics space with a series of platform releases, including TIBCO Hyperconverged Analytics, providing immersive, smart, and real-time analytics to data-driven businesses. The company also unveiled TIBCO Spotfire 11 and TIBCO Cloud Data Streams, accelerating insights and actions for businesses.

Posted September 24, 2020

Eplexity, a cloud managed services company and Amazon Web Services (AWS) Premier Partner, is collaborating with CloudCheckr, a public cloud governance platform, to provide a comprehensive cloud governance program that enables companies to quickly save on Amazon Web Services (AWS) infrastructure costs.

Posted September 23, 2020

Matillion, the leading provider of data transformation for cloud data warehouses (CDWs),is releasing its free data ingestion tool, Matillion Data Loader, within Snowflake, the cloud data platform, through Snowflake's Partner Connect. Matillion Data Loader enables companies to easily load data into Snowflake from popular data sources including Microsoft SQL Server, Salesforce, Google Analytics, Marketo, and more.

Posted September 23, 2020

NetApp, a global cloud-led, data-centric software company, is releasing Elastigroup for Microsoft Azure Spot Virtual Machines (VMs) after acquiring Spot, a cloud compute management and cost optimization company whose suite of tools includes Elastigroup. Elastigroup from Spot by NetApp simplifies and automates compute infrastructure provisioning and autoscaling while allowing cloud consumers to reduce their compute spending by up to 90%, along with providing high availability, according to the vendor.

Posted September 23, 2020

WANdisco, the LiveData company, is releasing LiveData Migrator, an automated, self-service solution that democratizes cloud data migration at any scale by enabling companies to easily start migrating Hadoop data from on-premises to Amazon Web Services (AWS) within minutes.

Posted September 17, 2020

Instaclustr, delivering reliability at scale through fully managed open source data technologies, is releasing  Instaclustr for Redis, enabling low latency in-memory caching, messaging, and stream processing. Redis joins Apache Kafka, Apache Kafka Connect, Apache Cassandra, and Elasticsearch as another highly flexible open source data technology, expertly managed, and supported by Instaclustr.

Posted September 16, 2020

AtScale, a provider of intelligent data virtualization solutions, is adding new datasets and business intelligence (BI) dashboards to the AtScale Data Insights Marketplace, empowering users with up-to-date data on COVID-19. The new datasets include points-of-interest (POI) data, demographic data, campaign finance data, in addition to public economic indicators, and other geospatial data.

Posted September 15, 2020

Aerospike Inc., a provider of next-generation, real-time NoSQL data solutions, is making upgrades and expansions to the Aerospike Connect product line, allowing Aerospike Database 5 to be even more plug-compatible with the enterprise data fabric that powers modern real-time data-driven applications.

Posted September 15, 2020

Never have charts and graphs been more prominent in the collective public consciousness. The increased focus on data-driven insights has, just as so much in life, been both positive and negative.

Posted September 14, 2020

Infoworks.io, a provider of Enterprise Data Operations and Orchestration (EDO2) systems, is making  a significant update to its flagship offering, Infoworks DataFoundry, extending data source connectivity to support over 190 different source types. Infoworks customers can now use DataFoundry's enterprise-grade automation to onboard data quickly and easily into the cloud from practically any data source.

Posted September 14, 2020

No matter where you live in the world, your life has been impacted by the technology and innovation conceived of in Silicon Valley. The wealth that has been created has been enormous. A popular British newspaper once published an article suggesting that if Silicon Valley were a country, it would be among the richest on Earth.

Posted September 11, 2020

When talking about data science, most people feel as if they are in one of two camps as far as data size. The first is really small data—hundreds of megabytes to a few gigabytes. The second is gigabytes to terabytes. Notice I didn't say "big data," nor did I say "petabytes." The source datasets may start at petabyte-scale, but keep in mind that data is often very raw, and most of it is ignored.

Posted September 11, 2020

The COVID-19 crisis has presented some new hurdles—but they are ones that many innovative companies are actively working to overcome. Forward-looking companies aren't sitting the year out waiting for the business climate to improve. They are actively seeking ways to expand their reach and take advantage of new opportunities.

Posted September 10, 2020

Solo.io, a software company that helps organizations adopt and operate innovative cloud native technologies, is offering the WebAssembly (Wasm) OCI Image Specification, which defines a standard format for bundling and storing a Wasm module and its metadata as an OCI (Open Container Initiative) image in order to facilitate interoperability across different solutions.

Posted September 10, 2020

Dgraph, creators of an advanced graph database, is launching Slash GraphQL, a fully managed GraphQL backend service. "Slash GraphQL takes away the work of building a fast and scalable GraphQL backend," said Manish Jain, CEO and founder at Dgraph.

Posted September 10, 2020

Why set a trap to fail at some point in the future? When you arrive at a design wherein an entity needs to have a relationship to almost every other entity, stop and think about what is happening, and review your reasoning before proceeding.

Posted September 09, 2020

At Data Summit Connect 2020, The AI-Powered Enterprise author and CEO of Earley Information Science, Seth Earley explained how to look at data initiatives as CEOs see them—in terms of revenue increases and measurable business outcomes.

Posted September 09, 2020

In a continued effort to help the MultiValue community evolve their applications using free industry standard tools, Zumasys is sharing a 4-part hands-on video tutorial on the PICK MultiValue GitHub repository (a public, open source community for PICK BASIC and PICK BASIC-related projects).

Posted September 09, 2020

Tamr, Inc., the provider of cloud-native data mastering solutions, is offering its cloud-native capabilities on Microsoft Azure, allowing companies to master their enterprise data using Tamr while taking advantage of the flexibility, scalability, and security of Microsoft Azure.

Posted September 09, 2020

BurstIQ, a provider of blockchain-enabled secure data exchange services, is releasing the BurstChain User Interface Software Developer Kit, a set of key accelerator tools that allow application developers to rapidly deploy blockchain-enabled web applications and services.

Posted September 09, 2020

Progress, a provider of application development and digital experience technologies, has entered into a definitive agreement to acquire Chef, a provider of DevOps and DevSecOps software, for $220 million in cash, subject to customary adjustments. Progress says the combination will provide a complete infrastructure automation to build, deploy, manage, and secure applications in modern multi-cloud and hybrid environments, as well as on-premise.

Posted September 08, 2020

At Data Summit Connect 2020, Lee Rainie, Director, internet and technology Research, Pew Research Center, discussed how public distrust of technology companies—particularly along political lines—has undermined their faith in the reliability of information and data. People are becoming increasingly wary—and sometimes for political reasons—about the performance of data collection companies. "The public is not convinced that technology companies can prevent misuse of their platforms in this election," Rainie said.

Posted September 02, 2020

Domino Data Lab, provider an open enterprise data science management platform, is releasing Domino 4.3, adding support for the Red Hat OpenShift distribution of Kubernetes and improving model monitoring capabilities. Domino offers a data science management platform that centralizes predictive analytics and machine learning (ML) research and development based on an open ecosystem that lets data scientists choose their preferred tools and algorithms while reducing the burden on IT.  

Posted September 01, 2020

Mendix, a Siemens business and provider of low-code application development for the enterprise, is launching its expanded all-in-one low-code platform. This release extends the reach of low-code into new domains, empowering developers of all skill sets to solve an ever-increasing set of business problems.

Posted September 01, 2020

Druva, Inc., a provider of cloud data protection and management, is entering a new distributor partnership with Tech Data, a global IT distributor and solutions aggregator. Leveraging Tech Data's presence in more than 100 countries, 125,000 IT reseller customers, and 45 years of industry expertise, Druva Compass is positioned for rapid expansion by bringing more partners and businesses together to support digital transformation initiatives.

Posted August 28, 2020

Cohesity is making software advancements to Cohesity DataPlatform that bring modern data management capabilities to all-flash solutions from key alliance partners Cisco and HPE. Cohesity DataPlatform now includes new I/O Boost technology that drives even greater data consolidation, lowers total cost of ownership (TCO), and delivers incredibly fast performance for backing up, accessing, and deriving insights from data in all-flash environments.

Posted August 26, 2020

Enterprises with forward-looking and well-honed data strategies will be able to navigate, and recover more quickly from, today's turbulent economy than their less data-savvy counterparts. However, even leading tech-forward companies are struggling with ways to employ data resources to better reach their customers and markets.

Posted August 26, 2020

Surviving and thriving with data science and machine learning means not only having the right platforms, tools and skills, but identifying use cases and implementing processes that can deliver repeatable, scalable business value. DBTA recently hosted a special roundtable webinar featuring Alyssa Simpson Rochwerger, VP of AI and data, Appen; Doug Freud, SAP platform and technology global center of excellence, VP of data science; and Robert Stanley, senior director, special projects, Melissa Informatics, who discussed new technologies and strategies for expanding data science and machine learning capabilities.

Posted August 26, 2020

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