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Kaggle competition "Predict Future Sales". Current position in the leaderboard: TOP 4%.

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pietroventurini/predict-future-sales

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Description

The notebooks in this repository contain the code I wrote to solve the Kaggle competition "Predict Future Sales", a machine learning competition in which we have to deal with time series data about sales in order to predict future sales for shop-product pairs.

I highly recommend to use Google Colab to run the notebooks by clicking on the badge Open In Colab that can be found at the beginning of each notebook.

In order for the code to work, the datasets must be placed into the folder ./datasets. Those files weigh a total of about 97Mb and can be found in the competition data section.

Notebooks:

  1. Exploratory Data Analyisis + Feature Engineering
  2. Model Training + Evaluation

The current model placed in the top 4% of the leaderboard, precisely around 400th over more than 10000 teams.

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Kaggle competition "Predict Future Sales". Current position in the leaderboard: TOP 4%.

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