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Analytics Dispatch 9/24/2018

Visualizing uncertainty

Anatomy of an AI System
“The stack that is required to interact with an Amazon Echo goes well beyond the multi-layered ‘technical stack’ of data modeling, hardware, servers and networks. The full stack reaches much further into capital, labor and nature, and demands an enormous amount of each. The true costs of these systems – social, environmental, economic, and political – remain hidden and may stay that way for some time.” - Anatomy of an AI System

Resources on Visualizing Uncertainty
This Google Sheet houses a bevy of talks, blog posts, and research papers on communicating uncertainty in data viz. Add any resources that are missing! - Enrico Bertini

Help! I can’t reproduce a machine learning project!
Reproducibility breaks down in three main places: the code, the data and the environment. This guide should help you narrow down where your reproducibility problems are, so you can focus on fixing them. - No Free Hunch

Tabular Data in Scikit-Learn and Dask-ML
Take advantage of Scikit-Learn's latest improvements for working with tabular data. - datas-frame

More Cool Public Datasets and Lots of Ideas for Exploring Them
In the spirit of encouraging data discovery and exploration, here are 5 public datasets, along with some questions you might ask and interesting visualizations you could make for each. - Mode

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