## 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)