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3rd Place winning solution on Kaggle Data Science for Good Competition

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elhamza9/career-village-recommender-system

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CareerVillage Analysis + Recommendation System

CareerVillage

  • CareerVillage.org is a nonprofit that crowdsources career advice for underserved youth (founded in 2011). The platform matches the career questions students ask to a volunteer corp of over 10,000 working professionals with relevant expertise.

  • This Kernel attempts to provide an extensive Exploratory Data Analysis of the data provided by CareerVillage to Kagglers for this competition. Most visualizations are done using Plotly library.

  • Recommendation Engine here uses Epsilon-Greedy Algorithm to balance between Exploration and Exploitation to recommend questions to professionals.