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Towards optimal experimentation in online systems

The Unofficial Google Data Science Blog

To find optimal values of two parameters experimentally, the obvious strategy would be to experiment with and update them in separate, sequential stages. However, if we experiment with both parameters at the same time we will learn something about interactions between these system parameters. production, default) values.

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Further Exploration #14: 3D Treemaps That Use Extrusion

The Data Visualisation Catalogue

One of the initial examples of a 3D Treemap I found came from the paper Visualization of Software and Systems as Support Mechanism for Integrated Software Project Control. Source: Visualization of Software and Systems as Support Mechanism for Integrated Software Project Control, p. Source: Visualization of File System Hierarchies.

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The AIgent: Using Google’s BERT Language Model to Connect Writers & Representation

Insight

In 2013, Robert Galbraith?—?an After some experimentation, I landed on a strategy I’ll call ‘warm encoding’: if greater than 1% of tags were in a particular class, I encoded the book as belonging to that class, non-exclusively. an aspiring author?—?finished finished his first novel, Cuckoo’s Calling. In other words, if 0.1%

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Deep Learning Illustrated: Building Natural Language Processing Models

Domino Data Lab

Note: A test set of 19,500 such analogies was developed by Tomas Mikolov and his colleagues in their 2013 word2vec paper. Human brains are not well suited to visualizing anything in greater than three dimensions. Visualizing data using t-SNE. Interactive bokeh plot of two-dimensional word-vector data. Note: Mikolov, T.,