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Alison Wong's Projects

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American Viticultural Areas

college-scorecard-analysis icon college-scorecard-analysis

Developed functions to query financial variables from the College Scorecard web API to perform a comprehensive analysis of the value of college

credit-card-attrition icon credit-card-attrition

Used logistic regression and multiple linear regression model to predict possible customer attrition from a public bank dataset.

digit-recognition icon digit-recognition

Classified digits from USPS database with 96.62% accuracy using an SVD classification algorithm with rank-17 approximations in MATLAB

electricity-time-series icon electricity-time-series

Performed time series decomposition, residual analysis, ARMA model fitting, and spectral analysis to forecast electricity sales in California.

startup-success-ml icon startup-success-ml

Predicted startup success using ML algorithms from scratch (Logistic regression, Decision tree, KNN, and SVM) in search for the optimization algorithm with the fastest computational time and accuracy

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