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Stefan Scholz's Projects

handwritten_digits icon handwritten_digits

Building a handwritten digits classifier (image classification, k-nearest neighbors, deep neural networks)

linreg_insurance icon linreg_insurance

Predicting insurance costs with linear regression. (sequential feature selection, k-means cluster analysis)

metal_archives icon metal_archives

What are the predominant genres and themes in metal music? (web scraping, sql database, normalize text data, geographic heatmap, word cloud)

optimize_profile_lenghts icon optimize_profile_lenghts

Reduce material waste by calculating optimal profil lengths to keep in store (pandas, matplotlib, seaborn, donut chart)

optimizing_model_prediction icon optimizing_model_prediction

Practicing several techniques to optimize a model to predict forest fires (imputation, outlier detection, regularization, k-fold cross-validation, sequential feature selection, polynomial features, splines)

power_bi_portfolio icon power_bi_portfolio

Portfolio of a couple of Business intelligence projects with Microsoft Power BI

tree_models_productivity icon tree_models_productivity

Predicting employee productivity using tree models (decision tree cassification, cross validation, minimal cost-complexity pruning, random forest)

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