--- title: A Blog About Innovation Management, Data, and Creativity from Exaptive | Machine Learning description: Machine Learning | At Exaptive, our mission is more data-driven aha moments, and we believe community, interoperability, and data make them happen. Check out our blog for useful content about innovation management software, cross-disciplinary collaboration, and data science. --- [![exaptive logo](https://exaptive.com/hubfs/Marketing%20Repo/logos/site-logo.svg)](https://www.exaptive.com/) - [Exaptation](https://www.exaptive.com/exaptations) - Products - [Exaptive Studio](https://www.exaptive.com/exaptive-studio) - [Exaptive Cognitive City](https://www.exaptive.com/cognitive-city) - Use Cases - [Innovation Management](https://www.exaptive.com/innovation-management) - [Portfolio Management](https://www.exaptive.com/portfolio-management) - [Community Coordination](https://www.exaptive.com/community-coordinator) - [Free Trial](https://www.exaptive.com/trial) - [Log In](https://my.cognitive.city) # Blog [![](https://exaptive.com/hubfs/austin-2.jpg)](https://exaptive.com/blog/ethical-data-standards-to-drive-society-forward) ## [Ethical Data Standards to Drive Society Forward](https://exaptive.com/blog/ethical-data-standards-to-drive-society-forward) Posted by [Austin Schwinn](https://exaptive.com/blog/author/austin-schwinn) on Feb 1, 2019 12:05:00 PM - [Tweet](https://twitter.com/share) I am constantly amazed by the energy and momentum around data science. Only a few years ago, I would be met with a blank stare when I told someone I planned on going to grad school for machine learning. Today, there is no need for my “it's like computer science, linear algebra, and statistics had a combined love child” analogy as most people instantly respond with “Oh, like AI!” [Read More »](https://exaptive.com/blog/ethical-data-standards-to-drive-society-forward) [![](https://exaptive.com/hubfs/brain.jpg)](https://exaptive.com/blog/how-machine-learning-helps-humans-search-millions-of-documents-instantly) ## [Machine Learning Helps Humans Perform Text Analysis](https://exaptive.com/blog/how-machine-learning-helps-humans-search-millions-of-documents-instantly) Posted by [Josh Southerland](https://exaptive.com/blog/author/josh-southerland) on Apr 19, 2018 1:09:13 PM - [Tweet](https://twitter.com/share) The rise of Big Data created the need for data applications to be able to consume data residing in disparate databases, of wildly differing schema. The traditional approach to performing analytics on this sort of data has been to warehouse it; to move all the data into one place under a common schema so it can be analyzed. [Read More »](https://exaptive.com/blog/how-machine-learning-helps-humans-search-millions-of-documents-instantly) [1](https://exaptive.com/blog/topic/machine-learning/page/1) ### Recent Posts ### Posts by Author - [AIBS BioScience Talks (1)](https://exaptive.com/blog/author/aibs-bioscience-talks) - [Alanna Riederer (1)](https://exaptive.com/blog/author/alanna-riederer) - [Austin Schwinn (2)](https://exaptive.com/blog/author/austin-schwinn) - [Clive Higgins (3)](https://exaptive.com/blog/author/clive-higgins) - [Dave King (7)](https://exaptive.com/blog/author/dave-king) - [Derek Grape (2)](https://exaptive.com/blog/author/derek-grape) - [Dr. Alicia Knoedler (2)](https://exaptive.com/blog/author/dr-alicia-knoedler) - [Frank D. 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