Data Science Projects

Reinforcement Learning for Tetris

Developed a reinforcement learning agent to play Tetris, leveraging deep Q-learning (DQN).

PyTorch
Predictive Maintenance Chart

Computer Vision in Ecology

Applied object detection to efficiently count migratory birds in aerial images of the Platte River of Nebraska.

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PyTorch, OpenCV, LabelStudio, Ultralytics
Predictive Maintenance Chart

Google Search Analysis:
Wildfire Behavior

Carried out data analysis and collection to better understand exposures and behavioral responses to wildfire smoke by forecasting Google search rates of ten public health associated keywords.

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R, Python, Selenium (web-scrape)
Customer Churn Analysis Chart
Customer Churn Analysis Chart

ML in Hypersonic Vehicles:
Predicting STLE

Designed and trained a deep neural network architecture for predicting the Shock Train Leading Edge (STLE) of hypersonic vehicles – a direct interest of the NASA Langley Center.

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Python, TensorFlow, scikit-learn, MATLAB
Sentiment Analysis Chart
Sentiment Analysis Chart
Sentiment Analysis Chart

Data Visualization:
World Happiness Score Report

The World Happiness Report Project analyzes the happiness scores across the globe, and visualizes the trend involved throughout the years of 2005 to 2021. Additional case-study and regression analysis is conducted as well.

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Tableau, Matplotlib, seaborn, Plotly, HTML, CSS
Recommendation System Chart
Sentiment Analysis Chart