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marco-hening-tallarico/Will-You-Spot-the-Leaks-A-Data-Science-Challenge

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Project Overview

This project is a data science challenge called "Will You Spot the Leaks?". Its primary goal is to utilize data science techniques to identify and mitigate data leaks in various datasets, which is crucial for ensuring data integrity and security in machine learning models.

Objectives

  • To analyze datasets for potential leaks and vulnerabilities.
  • To apply machine learning techniques to identify patterns that indicate data leaks.
  • To propose methods for improving data security in data science projects.

Contents

  • Data Analysis scripts
  • Machine Learning models
  • Documentation
  • README.md (this file)

How to Use

  1. Clone the repository to your local machine using git clone <repository-url>.
  2. Install the required dependencies listed in requirements.txt.
  3. Run the analysis scripts located in the /scripts directory.
  4. Review the output and models generated for insights and further action.

References

The above references offer a deeper understanding of the implications of data leaks and the methodologies explored in this project.

About

Will You Spot the Leaks? A Data Science Challenge When models fly too high: A perilous journey through data leakage

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