Qupid

Video Demonstration

Qupid is a matchmaking service that is responsible for creating efficient teams for workplaces and classes. More details in Presentation

Requires:

• Python & all listed requirements : FastAPI, Gensim, Matplotlib, Scikit-Learn, Pandas, Numpy, etc.
• MongoDB

Info:

• Pictures of screens in screens folder
• Word2Vec Analysis Images analysis folder
• Research and Experiments on model done in Notebook
• Pipeline related, training model & generating insights code in Pipeline route & Train Script
• Backend Code in Server
• Frontend Code in Qupid FE

How to run

• Make sure you add you own twitter api key in settings.env as "TW_KEY":"your_key_here" in folder app/server/routes/model/

backend

python app/main.py

Spins up a fastapi server. To see what routes the backend offers visit http://localhost:8000/docs. features database and pipeline related functions(train model, refresh model, etc).

frontend

cd frontend/qupid
npm start

Simple React + Material UI frontend

How to Use ?

Find team recommendations

Team Settings

Wish for certain kind of profiles

Get Teams

Perform Pipeline realted functionality

Add users to user database

Recommendation System

Pipeline

Current Core Word2Vec Model Insight

Algorithm