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Jupyter Notebook 0.03% Python 98.79% C 0.74% JavaScript 0.06% HTML 0.01% CSS 0.02% C++ 0.25% Fortran 0.02% Smarty 0.01% Makefile 0.01% MATLAB 0.01% TeX 0.06% PowerShell 0.01% Batchfile 0.01%

waidatathon2020's Introduction

This repository has all the code and presentation for the WaiDATATHON project.

Installations

  • Python 3
  • Pandas
  • SKlearn
  • Numpy
  • FastText
  • Flask
  • PyCharm

Motivation

WIYO is a platform that matches entrepreneurs, business school alumni, professional coaches, developers, digital nomads and other groups who are interested in getting connected or discussing business opportunities in a more convenient and engaging way. They use big data tools to analyze profiles of professionals to suggest the best matches for cooperation, knowledge sharing and business networking. Our Challenge 7 team was set to solve WaiDATATHON Challenge where we obtained a dataset and a recommender system was built to match a user dataset of job profiles of professionals and international businesses to a dataset of local networks where they are traveling.

In our solution for WIYO we used content based filtering and clustering methods to provide recommendations of potential matches to a user based on selected features in order to facilitate discussions of #businesopportunities and #knowledgesharing.

Dataset :

We built our own dataset using Linkedin dataset from Kaggle.

File Description : This repos contains WaiDATATHON folder with required file to webApp using PyCharm.

  • Dataset โ€“ user_base.csv, feature.csv
  • Model files โ€“ location.py, skills.py, sc_role.py
  • Flask application - Main.py

waidatathon2020's People

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