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Towards optimal experimentation in online systems

The Unofficial Google Data Science Blog

the weight given to Likes in our video recommendation algorithm) while $Y$ is a vector of outcome measures such as different metrics of user experience (e.g., Experiments, Parameters and Models At Youtube, the relationships between system parameters and metrics often seem simple — straight-line models sometimes fit our data well.

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The Top 20 Data Visualization Books That Should Be On Your Bookshelf

datapine

But often that’s how we present statistics: we just show the notes, we don’t play the music.” – Hans Rosling, Swedish statistician. They can be fun and interactive, too. But if the same insights or metrics are presented in a simple graph, the number rises to 97%. datapine is filling your bookshelf thick and fast.

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Techniques for Collecting, Prepping, and Plotting Data: Predicting Social Media-Influence in the NBA

Domino Data Lab

As a result, there has been a recent explosion in individual statistics that try to measure a player’s impact. Knowing that the ultimate goal is to compare the social-media influence and power of NBA players, a great place to start is with the roster of the NBA players in the 2016–2017 season. 05) in predicting changes in attendance.

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Adding Common Sense to Machine Learning with TensorFlow Lattice

The Unofficial Google Data Science Blog

On the one hand, basic statistical models (e.g. TF Lattice offers semantic regularizers that can be applied to models of varying complexity, from simple Generalized Additive Models, to flexible fully interacting models called lattices, to deep models that mix in arbitrary TF and Keras layers. monotonicity, diminishing returns).

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Deep Learning Illustrated: Building Natural Language Processing Models

Domino Data Lab

Although it’s not perfect, [Note: These are statistical approximations, of course!] Instead, we recommend using the bokeh library to create a highly interactive—and actionable—plot, as with the code provided in Example 11.11. Interactive bokeh plot of two-dimensional word-vector data. Example 11.6 Joulin, A., arXiv: 1607.01759.

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The Data Visualization Design Process: A Step-by-Step Guide for Beginners

Depict Data Studio

and implications of findings) than in statistical significance. Lots of time and interest: Interactive charts. Consult a Chart Chooser My interactive Chart Chooser includes dozens of chart types, resources, tutorials, and templates. Laypeople are often more interested in practical significance (the “so what?” New to Dataviz?

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Create High-Impact Data Visualizations: Nine Effective Strategies

Occam's Razor

4: Interactivity With Insightful End-Points. Oh, or your main traffic sources and the visitor acquisition metrics? Strategy 4: Interactivity With Insightful End-Points. Interactive visualization are great, only when packaged with insights for actions at logical end-points in exploration. 2: If Complex, Focus! Tweet that.