Final thoughts

Winning a Kaggle Competition in Python

Yauhen Babakhin

Kaggle Granmaster

What we've learned

 

  • What is Kaggle
  • Understand the problem
  • Make EDA
  • Develop local validation
  • Generate new features
  • Build model ensembles
Winning a Kaggle Competition in Python

Kaggle vs Data Science

Winning a Kaggle Competition in Python

Kaggle vs Data Science

Data analytics

  • Kaggle does not help here
Winning a Kaggle Competition in Python

Kaggle vs Data Science

Data analytics

  • Kaggle does not help here

Machine learning models

  1. Talk to Business. Define the problem
  2. Collect the data
  3. Select the metric
  4. Make train and test split
  5. Create the model
  6. Move model to the production
Winning a Kaggle Competition in Python

 

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Winning a Kaggle Competition in Python

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Winning a Kaggle Competition in Python

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