In this project, I built a BERT-powered flask app designed for individuals with cognitive disabilities
Skills: Python (Flask), natural language processing, transformers, web development, HTML, CSS, UI/UX design
🩻 Pneumonia diagnosis using chest x-ray images 🩻
In this project, I performed SVD and fine-tuned 4 classification models to identify pneumonia in x-ray scans
Skills: Python (NumPy, Pandas, Scikit-Learn, OpenCV), image processing, dimension reduction by singular value decomposition, logistic regression, random forest, k nearest neighbors, support vector machines, hyperparameter tuning
🩺 Predicting life expectancy using PCA and LASSO regression 🩺
In this project, I performed PCA and built a LASSO regression model to predict life expectancy
Skills: R (Tidyverse, GGplot2), data wrangling, dimension reduction by principal component analysis, LASSO regression, data visualization, statistical significance/normality testing
🌙 Predicting sleep efficiency using linear regression 🌙
In this project, I built a linear regression model to predict sleep efficiency
Skills: R (Tidyverse, GGplot2), data wrangling, linear regression, data visualization, statistical significance/normality testing
💧 TDEC water quality data analysis 💧
In this project, I identified temporal, spatial, and seasonal water quality trends using 33 years of data across 86 monitoring sites in Tennessee
Skills: Python (Pandas, Seaborn, Matplotlib), data wrangling, data visualization, data analysis