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Colby Brooks's Projects

automating-hspice icon automating-hspice

Script that automates the process to create multiple Spice files through copying and appending. Each file is ran through subprocess and HSPICE, output is saved to find min Time Delay.

counterfeit-bills-detection-ml-visualization icon counterfeit-bills-detection-ml-visualization

Using several machine learning algorithms over a dataset involving Banknote Authentication. Algorithms include Perceptron, Logistic Regression, Support Vector Machine, Decision Tree Learning, Random Forest, and K-Nearest Neighbor with a Accuracy Table for each alg. In addition, a descriptive statistical analysis & visualization are ran over the dataset in another file.

gui-retirement-investment-forecast-tool icon gui-retirement-investment-forecast-tool

Built a GUI in python that is a financial retirement investment tool that takes into account contribution, return & random volatility, contributing years, years to retirement, and post retirement spending. Outputs a plot of the wealth over time pre & post retirement..

mine-detection-neural-network-unsupervised-mlp-pca icon mine-detection-neural-network-unsupervised-mlp-pca

Using a neural network, a Multi-Level Perceptron, to train and test on the data provided. In addition to the MLP, a primary component analysis is ran to predict which input components cause a difference in the dataset when creating a model for it. Using SeaView database set on submarine if struct by mine or rock with given input data.

ramjet-analysis-aircraft-propulsion icon ramjet-analysis-aircraft-propulsion

This MATLAB script performs a parametric study on the ramjet/scramjet propulsion performance. Several key parameters are varied throughout the script. The script runs the function file Ramjet.m for each study.

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