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Machine Learning for Continuous Integration

Blogs from ODSC Speakers Conferences Featured Post Machine Learning Modeling continuous integration Open Data Open Sourceposted by ODSC Team September 16, 2019

Editor’s Note: Andrea Frittoli and Kyra Wulffert are presenting their talk“Machine Learning for Continuous Integration” at ODSC 2019 Europe. Continuous Integration and Data As more applications move to a DevOps model with CI/CD pipelines, the testing required for this development model to work inevitably generates lots... Read more

The Rise of Notebooks Extended

Tools & Languages community interactions Open Data rapidsposted by RAPIDS July 5, 2019

I recently had the privilege of presenting a workshop at the AI + Education Curiosity Conference 2019. There, I demonstrated to educators, school district staff, researchers, and students how RAPIDS software enables students to learn and iteratively practice data science using full datasets all within classroom time constraints. Compared to current... Read more

Weapons Of Math Destruction: The Power Of Oversight

Conferences Open Dataposted by Elizabeth Wallace, ODSC May 15, 2019

Weapons of Math Destruction: How algorithms have the power to alter our liberties and what we should be doing instead. Big data is making decisions about your future behind the scenes, and it’s likely you don’t even know it. If you’ve ever applied for a job... Read more

How To Get Started With Data Lakes

Modeling Open Dataposted by Elizabeth Wallace, ODSC April 29, 2019

Data has to be stored somewhere. Data warehouses are repositories for your cleaned, processed data, but what about all that unstructured data your organization is starting to notice. Where does it go? Data Lakes are the newest old thing on the block, so to speak. The... Read more

25 Excellent Machine Learning Open Datasets

Featured Post Machine Learning Modeling Machine Learning Open Dataposted by Elizabeth Wallace, ODSC April 26, 2019

Editor’s note: There is an updated version of this article for 2021. Please read it here for the most up-to-date listing on machine learning datasets! Your machine learning program is only as good as your training sets. Data sets are an integral part of the quality... Read more

Good, Fast, Cheap: How to do Data Science with Missing Data

Blogs from ODSC Speakers Featured Post Guest contributor Modeling Missing Data ODSC Speaker Open Dataposted by Matt Brems April 5, 2019

When doing any sort of data science problem, we will inevitably run into missing data. Let’s say we’re interviewing 100 people and are recording their answers on a piece of paper in front of us. Specifically, one of our questions asks about income. Consider a few... Read more

Confronting the Curse of Dimensionality

Modeling Open Dataposted by Daniel Gutierrez, ODSC March 13, 2019

Every data scientist eventually confronts the “Curse of Dimensionality,” or trying to work with a large number of feature variables. Machine learning shines when analyzing data with many dimensions. Humans, on the other hand, are not good at finding patterns that may be spread out across... Read more

Ten Reasons for Doing Public Data Hacking

Modeling Open Dataposted by Daniel Gutierrez, ODSC March 12, 2019

As a data scientist, I’m data hungry. I’m always looking for new sources of data. A few years ago, I kept noticing new open data repositories coming online. For instance, I was excited to learn about the opening in 2015 of the Los Angeles Open Data... Read more

Operation Data Liberation

Blog Open Dataposted by Mark Headd August 23, 2017

I’ve had the opportunity recently to talk to people in several different city governments that are facing a common challenge — how to liberate operational data from a legacy system. This is a challenge that lots of city governments face, and it strikes me that there are some... Read more