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kaggle-pets's Introduction

kaggle-pets

This is the folder for PetFinder.my Adoption Prediction competition, team "BaMoOaAl"

Team Components:

We will follow along Standford CS231-n assignments and implement them here on the competition.


ROADMAP:

Models:

  • KNN: best validation score: 0.20 + 0.14 public LB score: 0.279 BIMODEL
  • NB: best validation score: 0.10249 public LB score: 0.172
  • implement SVM: best validation score: public LB score:
  • implement NN (ResNet transfer learning)
  • LGBM: best validation score: 0.17435 public LB score: 0.278
  • CATBOOST: best validation score: 0.20133 public LB score: 0.349

Framework:

  • write standard PredictiveModel
  • write test
  • write benchmark/execution scripts ( we are using notebooks )
  • write docs with model performance and insight
  • add code coverage

Exploratory Data Analysis + Feature Engineering

  • Adoption Speed
  • Name
  • Age
  • Breed
  • Color
  • Size
  • Country
  • Images

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