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The Civis Journal

Civis Analytics helps the country's largest companies and nonprofits identify, attract, and engage loyal customers and employees with a blend of proprietary data, software solutions, and an interdisciplinary team of data and survey science experts.

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Machine Learning

Civis Analytics in The Civis Journal

Feb 25, 2019

The Opportunity Project: A new model for civic tech

By Nathan Zencey

Civis Analytics in The Civis Journal

Sep 17, 2018

Prediction at Scale with scikit-learn and PySpark Pandas UDFs

By Michael Heilman

scikit-learn is a wonderful tool for machine learning in Python, with great flexibility for implementing pipelines and running experiments (see, e.g., this Civis blog…

5 responses

Civis Analytics in The Civis Journal

May 11, 2018

Demystifying Black-Box Models with SHAP Value Analysis

By Peter Cooman

3 responses

Civis Analytics in The Civis Journal

Feb 22, 2018

Reducing bias and ensuring fairness in data science

By Henry Hinnefeld

3 responses

Civis Analytics in The Civis Journal

Feb 9, 2018

Civis R&D Bookshelf: Sharing Secrets, Explaining Human Behavior, and A Review of Deep Learning in 2017

Civis Analytics in The Civis Journal

Jan 12, 2018

Civis R&D Bookshelf: Quantitative Storytelling with Shiny, Treating Fairness and Bias Issues in Machine Learning, and…

Civis Analytics in The Civis Journal

Nov 3, 2017

Civis R&D Bookshelf: AlphaGo Zero, testing machine learning code, and more

by Peter Skipper

Civis Analytics in The Civis Journal

Sep 22, 2017

Civis R&D Bookshelf: Fairness Modeling, Creating a Hurricane Graph & More

by Henry Hinnefeld

Civis Analytics in The Civis Journal

May 11, 2017

CivisML: Scikit-Learn at Scale

by Stephen Hoover

Late last year, my colleagues on the Social Science team were working on a new survey weighting scheme that would greatly improve the precision of our public opinion data. To make it work, they needed to fit dozens of…