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Chris Peng's Projects

bank-churn-prediction icon bank-churn-prediction

The bank wants to predict whether a customer will churn based on their demographics and characteristics. This anlysis allows bank to come up with strategies to retain targeted group customers that are at risk.

diabetes-prediction icon diabetes-prediction

Do you know 440,000 Singaporeans has diabetes in 2014? Estimated to go up to 1 mil by 2050 • Financial Impact on health costs and productivity : $1.02 mil in 2010 to $2.5bil in 2050 • 1 in 3 people with diabetes unaware of having the condition. Machine Learning can be used to predict onset of early Diabetes and prevent deterioration.

disney-content-analysis icon disney-content-analysis

A detailed Exploratory Data Analysis on possible strategies adopted by Disney+ for its exponential subscription growth (7x) from 2019 to 2022

geospatial-covid icon geospatial-covid

Trying out Geospatial plots with Folium and Choropleth based on Covid 19 data

milling-machine-failure-prediction icon milling-machine-failure-prediction

Extensive Features Engineering and with and without Oversampling. Prediction of Multi-Failure Modes using Decision Tree, Neural Network MLP and ensemble methods such as Random Forest, XGBoost

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