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Yu-Han Chen's Projects

airbnb_shinyapp icon airbnb_shinyapp

According to May 2017 data on "Inside Airbnb", I created a shiny app, including an interactive map and several analyses about the listings, boroughs and hosts in New York City.

courses icon courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

dat4 icon dat4

General Assembly's Data Science course in Washington, DC

datakind_pfd icon datakind_pfd

Pre-process data for the Data Dive event. Center for Responsive Politics aims at identifying and refining patterns in federal personal finance disclosure forms (PFD) data.

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

influenster_haircare icon influenster_haircare

Conducting two-level web scraping to obtain top shampoo, conditioner and hair oil products from Influenster.com

ml-from-scratch icon ml-from-scratch

Python implementations of Machine Learning models and algorithms from scratch. Aims to cover everything from Data Mining techniques to Deep Learning.

mlalgorithms icon mlalgorithms

Minimal and clean examples of machine learning algorithms

yelp_crm_nlp icon yelp_crm_nlp

Digged into negative reviews, conducted NLP techniques such as sentiment analysis, text processing, n-gram modeling and then created a real-time response chatbot to improve customer relationship management system.

zillow_project icon zillow_project

We participated in the Zillow Kaggle competition in August 2017, with the goal of improving Zillow's Zestimate home pricing algorithm by using machine learning techniques to predict error between Zestimates and actual sale prices in the greater Los Angeles area.

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