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A Pink Solution for a Cookie Problem?

[Jorge Gonzalez, Anna Fonte, Nick Deitmers, Miguel Chacon]

[Data Analytics Full Time & 27/11/2020]

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Project Description

After receiving a cookies dataset, we had to assamble a Machine Learning model in order to predict cookie qualities.

Dataset

We were given a 16 column dataset with cookies characteristics and around 5000 observations. The target variable was the Quality of the cookies.

Workflow

  • Understanding Dataset
  • Wrangling Data
  • Design Data Preproc Pipelines
  • Assamble ML Models

Organization

-In order to develop our model, we worked as a team during all stages of the workflow. For the data cleaning and preprocessing, the decisions were took as a group through a meeting. Once the preprocessing pipeline was ready, the remaining tasks and models training were divided into each component of the group.

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Folders structure:

  • Data Received
  • Predictions
  • Code (W/ gitignore file)
  • README

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