> For the complete documentation index, see [llms.txt](https://louisazhou.gitbook.io/notes/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://louisazhou.gitbook.io/notes/project-predict-user-type-based-on-citibike-data.md).

# Project: Predict User Type Based on Citibike Data

My first ML project when I just started

This was a project done about 9 months ago, in April, 2019. 

Back then, I submitted the same project for two courses, one is an individual project, using KNN and C4.5 for classification on user type (subscriber/customer). Then I used the same code for data-preprocessing on a team project, with the same topic, and with my team members. We included Naive Bayes and PCA in the analysis.  

The slide was submitted during the individual project (KNN & C4.5), while the report was written for the group project (with Naive Bayes, PCA, Logistic Regression included). 

### Project Slides

{% embed url="<https://www.icloud.com/keynote/0ePzInWaAGTbaOWFf_Vr_CNdA#Predict_User_Type_Based_on_Citibike_Data>\_" %}

### Project Report

{% embed url="<https://docs.google.com/document/d/1-I-qtV5sjaUyDNK0XMLtCZK5Q_XSRWpLvdv9sg88vCg/edit?usp=sharing>" %}