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This repository contains the code for a sales prediction model developed by analyzing and cleaning data from IronHack. Several algorithms were compared in order to build the best possible model for predicting sales.

Jupyter Notebook 100.00%
data-analysis machine-learning python sales-prediction jupyter-notebook pandas scikit-learn numpy ironhack lightgbm

ironkaggle's Introduction

Sales Prediction Model

This repository contains the code for a sales prediction model developed by analyzing and cleaning data from IronHack. Several algorithms were compared in order to build the best possible model for predicting sales.

Getting Started

To get started with this project, clone the repository to your local machine and open the solution.ipynb file using Jupyter Notebook or another compatible IDE. The sales.csv file contains the raw data used for the analysis, while the validation_for_students.csv file contains data for which to predict sales.

Prerequisites

This project requires Python 3 and several Python libraries including pandas, numpy, matplotlib, seaborn, xgboost, lightgbm, pickle, and scikit-learn. You can install these libraries using pip.

Running the Model

The model is contained within the solution.ipynb file. Simply run the cells in order to load and analyze the data, train the models, and predict sales for the validation data. The final predictions will be output to a csv file.

Author

This project was created by Fabio SARMENTO PEDRO.

License

This project is licensed under the MIT License.

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