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Shannon Callan's Projects

benchm-ml icon benchm-ml

A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).

bsts icon bsts

Bayesian structural time series

data-science-r icon data-science-r

R code and documentation for "Introduction to Data Science" by Jeffrey Stanton

geospacial-py icon geospacial-py

Materials for ACS workshops given at SSDAN / University of Michigan in 2023

ggplot2 icon ggplot2

An implementation of the Grammar of Graphics in R

ggplyr icon ggplyr

split data with functions, transform pieces into plot layers, combine in a variety of ways

go icon go

The Open Source Data Science Masters

goldtweetvol icon goldtweetvol

An analysis of investor tweets about gold and its correlation with gold price returns

linkscraper icon linkscraper

R web scraper download utility for links on HTML pages

location-data-industry icon location-data-industry

This contains the data and methodology that we used for our story "There’s a Multibillion-Dollar Market for Your Phone’s Location Data ."

mcaa icon mcaa

Long-term analysis of Fama-French factors (momentum, value, size, equity risk premium).

nlrwr icon nlrwr

Nonlinear regression with R

project-sandcastle icon project-sandcastle

Git tracked security master and ingest scripts for a variety of financial data providers

prophet icon prophet

Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

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