Nathaniel Talampas's repositories
airbnb-analysis-sd
sql data analysis on san diego airbnb listings data
chicago_crime
Focus: Show a temporal space on Chicago crime.
cirrhosis-survival-analysis
survival analysis on cirrhosis data from mayo clinic study: kaplan-meier estimator/curve, log rank test, cox proportional hazards model
credit-risk-assessment
evaluating credit default rate using statistical machine learning methods
CreditDefaultRisk
Utilized machine learning algorithms like logistic regression and linear discriminant analysis to predict whether an individual will default on a credit loan. Performance was calculated using metrics like Accuracy, Confusion Matrices, Classification Reports, and the Area Under the ROC curve.
health-insurance
Created data visualizations on patient insurance data from kaggle. Exploratory Data Analysis, OLS Regression, Multiple Linear Regression, Lasso Regression, Ridge Regression, Model Analysis
healthcare-data-sql
sql basics using synthetic healthcare data generated from synthea
heart-disease-prediction
Used matplotlib to create visualizations of patient data varying on the different predictors. Utilized K-Nearest Neighbor, Decision Tree, and Random Forest algorithms to predict a binary response to whether a patient has a heart condition. Performance was measured using Accuracy, Confusion Matrices, and Classification Reports.
heathcare-stock
analysis on historical stock data using moving averages, weekly returns, principal component analysis
insurance-premium
Analyzing health insurance premium costs using Box-Cox regression and Gamma regression
immunization
SQL/Tableau Project :: data extract and data vizualization
medicare-spending
medicare data analysis
regression-analysis-models
Regression models in R that analyze how changes in independent variables impact responses with normal, gamma, binary, multinomial, Poisson, negative binomial, and beta distributions.
web
My portfolio website built using HTML, CSS, and JavaScript.