Data Science - Deep Learning - Artificial Intelligence
Portfolio
3D Game of Life
Walleye Census Evaluation
Closing Stocks Prediction Model
Neural Network Midi Genre Classifier
Frasier's Guide Service Example Website
About
Hi There! This used to be my project website for when I was studying data science and machine learning.
Although the exact material in this project may not be directly related to my current work, I have opted to keep this as a
part of my resume due to it being proof of my hard work, problem solving capabilities, and attention to detail.
My Information
(864)200-8954
rupniame@gmail.com
3D Game of Life
Using the orginal rules of Joseph Conway's Game of Life, I developed an enviroment that can explore the mechanics
of node birth and death in an extra dimension. Using slightly edited rules, I was able to create a few patterns, including a combination
of blinker and a block.
Using a decade of fish censuses for populations on Lake Erie, I graphed the against the amount of
fisherman, other fish, and water conditions to discover a trend that looks largely similar to Fisheries-Induced Evolution
For a Kaggle Competition, we built a machine learning model that used hyperparameter optimization and CatBoost to predict
prices the market would close at, based on both data Kaggle gave us and columns that we dervived based on the information given.
Using ~13,000 songs from the Million Midi Dataset, I attempted to find an accurate
way using neural networks to predict genre. This was done through a standard neural network, a standard
convolutional neural network, and with convolution using zero crossings edge detection.
An example website with a fake guide service, this website includes of html, css, javascript,
xml, asp.net, and apis to make a realistic website with both front and back end code. Features a homepage,
info page, product listing, imbedded maps, and the ability to sign in and out.
