---

Python

End to end Machine learning, predictive modeling

Production-ready code

---

R

Perfect for statistics

---

Visualization

Shiny

Quick and easy

---

MATLAB

Data Engineering

34000+ Lines of code

---

Salary Prediction

Predict salary based on job description. Linear regression, Random Forest and Gradient Boost. (Source: datasciencedreamjob.com)

---

Spam Filter

Use Bayesian Statistics and Logistic Regression to calculate the probabilities of each text message being a spam. (Source: dataquest.io)

---

newhavenhelpwithcovid.com visualization

newhavenhelpwithcovid.com is a platform for volunteer organization. This visualization using R and Shiny shows the site participation and projects categories. (Source: newhavenhelpwithcovid.com)

---

Pipeline for High-density EEG data processing

A library that I am continuously adding and refining in the last decade to facilitate data processing for high-density EEG. (Data Source: Developmental Electrophysiology Laboratory at Yale Child Study Center

---

Titanic Survival

Predict Titanic survival. Logistic Regression, K-nearest Neighbor, Decision Tree, Random Forest, Support Vector Classification (SVC), XGBoost) with cross-validation, Grid and Random search (Source: Kaggle.com)

---

Housing Price Prediction

Use Linear Regressions to predict the condominium price in New York City across different boroughs. Using gross square feet as the predictor. (Source: dataquest.io)

---

Covid19 US

This visualization using R and Shiny plots the number of confirmed case and deaths for each state by time. (Source: NYTimes Covid 19 data on github)