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Machine Learning Starter Program Hackathon - DataHack

4th Place Solution for DataHack's Machine Learning Starter Program Hackathon

Link to leaderboard: https://datahack.analyticsvidhya.com/contest/machine-learning-starter-program-hackathon/#LeaderBoard

The aim of this hackathon was to predict if a trainee will pass the examination for a particular program.

Given dataset had demographic details about the trainee as well the course.

Approach:

  • Final model was a weighted average blend of bagged CatBoost and Xgboost models
  • Both models were trained on seperate datasets
  • For CatBoost:
    • User SelectFromModel from sklearn to obtain import features
    • Created interactions amongst these features
    • Fed categorical features as it is to model
  • For Xgboost:
    • Created interactions among intuitively selected features
    • Frequency encoded categorical feats

Things that can improve score:

  • Intuitive label encoding of categorical features
  • Droping "Age" feature which has considerable missing values

mlsp-hackathon's People

Contributors

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Watchers

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