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Automating Model Risk Compliance: Model Validation

DataRobot Blog

When the FRB’s guidance was first introduced in 2011, modelers often employed traditional regression -based models for their business needs. In addition to the model metrics discussed above for classification, DataRobot similarly provides fit metrics for regression models, and helps the modeler visualize the spread of model errors.

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Build efficient, cross-Regional, I/O-intensive workloads with Dask on AWS

AWS Big Data

Dataset Variables Disk Size Xarray Dataset Size Region ERA5 2011–2020 (120 netcdf files) 53.5GB 364.1 ERA5 ( historic_temp_regridded ) us-east-1 1512 711 427 202 Difference ( propogated pool ) us-west-2 and us-east-1 1527 906 469 251 The following graph visualizes the performance and scale.

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Fitting Bayesian structural time series with the bsts R package

The Unofficial Google Data Science Blog

Forecasting (e.g. Time series data are having something of a moment in the tech blogs right now, with Facebook announcing their "Prophet" system for time series forecasting (Taylor and Letham 2017), and Google posting about its forecasting system in this blog (Tassone and Rohani 2017).

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Unlock The Power of Your Data With These 19 Big Data & Data Analytics Books

datapine

He founded the project Apache Storm in 2011, which turned to be “one of the world’s most popular stream processors and has been adopted by many of the world’s largest companies, including Yahoo!, To start a more in-depth grasp of your own data sets, you can try our online data visualization tool for free with a 14-day trial !

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20 Best Data Storytelling Examples

Juice Analytics

This collection of world-class data stories demonstrates how to combined data visualization, interactivity, and classic storytelling. An extraordinary early data story (it runs in Java) that inspired a generation of data visualization professionals. US Gun Deaths by Periscopic This visualization shows “stolen years” due to gun deaths.

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Time Series with R

Domino Data Lab

For an illustration, we will make use of the World Bank API to download gross domestic product (GDP) for a number of countries from 1960 through 2011. Fortunately, the forecast package has a number of functions to make working with time series data easier, including determining the optimal number of diffs. > library(forecast).

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Deep Learning Illustrated: Building Natural Language Processing Models

Domino Data Lab

Human brains are not well suited to visualizing anything in greater than three dimensions. Visualizing data using t-SNE. 2011) earlier in this chapter. 2011) is made up of the natural language of reviews from the publicly available Internet Movie Database (IMDb; imdb.com ). Note: Maas, A., Plotting Word Vectors.