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Stefan Maciolek's Projects

best-seller_predictor icon best-seller_predictor

Anaylizing the prevalance of words in best-selling books vs their prevalence in the English language as whole to develop a machine learning algorithm to predict the next best sellers.

covid-19-analysis icon covid-19-analysis

Analysis of Covid-19 Data obtained from Johns Hopkins. Not for medical use.

data-mining-group-project-4 icon data-mining-group-project-4

Group Assignment 4: Clustering Write a function that compares three or four (extra credit) clustering and 3 methods to evaluate the number of clusters. Clustering : 1. K-means 2. Hierarchical 3. PAM 4. Model based mixture of normal dist. Selection: 1. Gap statistic 2. Silhouette statistic 3. Second derivative 1. For each selection method p and clustering method, produce a sequence of statistics values for each cluster size for. Show this on a table and graph. 2. Produce a Summary table 3 by 3 or 4 with the optimal number of clusters.

data-mining-midterm-code icon data-mining-midterm-code

Code for the data mining midterm that extracted data from a SNP dataset, broke it into a testing and training set, used several methods to fit a model on the training set, and compared their performance with the testing set.

ecg_heartbeat_deep_learning icon ecg_heartbeat_deep_learning

Using deep learning to classify ECG Readings as normal or abnormal, controlling for class imbalances, exploring biasing output to maximize real-world patient outcomes.

effect-of-various-factors-on-motor-vehicle-fatality-rates icon effect-of-various-factors-on-motor-vehicle-fatality-rates

This project was done for a multivariate analysis class. Data about all of the motor vehicle accidents that occurred in the state of Vermont in the year 2016 we obtained, and analyzed to determine which factors were significant in predicting if an accident resulted in an injury or a fatality.

sodoku-solver icon sodoku-solver

This project attemps to solve sudoko puzzles by creating a list of possible entries for each cell and using elimination to narrow them down to one.

stock-price-analyzer icon stock-price-analyzer

The program outputs some decriptive statitsics and performance data as well as pricing charts for selected stocks

stock_buyer_app icon stock_buyer_app

An app that scrapes stock prices, takes a given allocation, and tells the user which to buy

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