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Welcome to my Data Science Portfolio! This repo will showcase some of the mini-projects and capstone projects I worked on.

Edit February 2020: After completing my final capstone project (located here: https://github.com/Jwn758/SpringboardProjects/blob/master/CapstoneProject2/Capstone%20Project%202_FinalReport.pdf) I wanted to expand on the insights I uncovered and build out a web app that utilizes my recommendation engine. Looking for front-end developers to partner with, feel free to reach out at jin_no@live.com if you're interested!

Capstone Projects

  • Capstone 1: Predicting Likelihood of a Term Deposit with Bank's Marketing Data
  • Capstone 2: Building a Recommendation System for DJ Mixes (tracks longer than 10 mins) using both content-based and collaborative filtering methods on data scraped from 1001Tracklists.com

Data Cleaning / Data Wrangling

  • JSON Exercises: World Bank Project
  • SQL Exercises: Springboard Sample Database on Gym Memberships Project
  • API Exercises: Quandl Stock Project

Exploratory Data Analysis

  • Human Body Temperature Project
  • Racial Discrimination in US Job Market Project
  • Recommendations for Reducing Hospital Readmissions Project

Machine Learning

  • Linear Regression with Boston Housing Dataset: Boston Housing Price Prediction
  • Classification and Logistic Regression: Human Gender Prediction on Heights & Weights
  • Text Classification with Naive Bayes: Basic Text Classification Project
  • Customer Segmentation using Clustering: Basic Text Classification Project

Advanced Machine Learning Topics

  • Building a Recommendation Engine: User Engagement Project (In Progress)
  • Time Series Analysis: Rider Retention Prediction Project (In Progress)

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Mini-Projects and Capstone Projects in Python

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