Emil Stoynov | Data Scientist

Emil Stoynov

Data Scientist

Based in Toronto, ON

About

I am a third-year student at U of T who loves using ML techniques to reveal narratives in data and create predictive models for future insights.

Skills

Projects

Loan Approval Prediction

Used Logistic Regression to determine whether or not a client will default on their loan. Used binning to transform continuous variables into categorical variables for ease of understanding and to be put onto a simple scorecard.

Hepatitis Mortality Prediction

Trained Linear Regression, KNN, and Decision Tree models to predict a patient’s probability of survival with interpretation. Used Streamlit to deploy ML models to an interactive web app.

COVID-19 Cases & Vaccinations Data Analysis

Extracted statistics over time about the COVID-19 pandemic with aggregate functions in SQL. Built dashboards that generate insight into the dataset with custom graphs and filters for drill-down.