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apm_exercises

Exercises for the book Applied Predictive Modeling by Kuhn and Johnson (2013)

company-attractiveness-screening

Evaluate attractiveness of company for investment based on KPIs.

dog-breed-identification

Image classification of dog breed (120 breeds)

donorschoose-recommender-system

DonorsChoose.org is an organization that helps teachers fundraise for American classrooms. The goal of the project is to enable DonorsChoose.org to build targeted email campaigns recommending specific classroom requests to prior donors.

exdata_plotting1

Plotting Assignment 1 for Exploratory Data Analysis

getting-and-cleaning-data-course-project

grocery-sales-forecasting

This project aims to analyze grocery sales data from Corporación Favorita.

it-cert-automation-practice

Google IT Automation with Python Professional Certificate - Practice files

kaggle--rental-interest-prediction

A multi-class classification competition hosted by Kaggle to predict the popularity of an apartment rental listing given the listing's attributes data from renthop.com.

kaggle--sales-prediction-for-time-series

Predict the sales of a shop/item combination given time-series data consisting of daily sales of over 22k items across 60 shops given data from a Russian software firms - 1C Company.

kaggle-airbnb

Machine learning models were created to predict in which country a new user will make his or her first booking based on user demographics/device information and user web sessions data.

kaggle-ebay-ipad-predictions

Predict the sales success of a set of eBay listings for Apple iPads given data from Spring 2015. Insights showed the major factors in determining a successful listing.

kaggle-santandar

The goal of this competition is to predict which of the 24 products Santandar’s existing customers will likely to add in the next month based on their past behavior and that of similar customers.

power

Understanding Power

practical-machine-learning---final-project

shorttermrental

violation-payment-prediction

Class project to predict whether property maintenance fine will be paid by a violator for blight violations in the City of Detroit.

yammer

Data exploration of Yammer engagement, search function effectiveness, and experimental results