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Software-Design-Assignments

In this project, an MLP model is applied to solve a classification problem.

The dataset is from https://www.kaggle.com/carlolepelaars/toy-dataset.

Context

A fictional dataset for exploratory data analysis (EDA) and to test simple prediction models. This toy dataset features 150000 rows and 6 columns.

Columns

  • Note: All data is fictional. The data has been generated so that their distributions are convenient for statistical analysis.
  • Number: A simple index number for each row
  • City: The location of a person (Dallas, New York City, Los Angeles, Mountain View, Boston, Washington D.C., San Diego and Austin)
  • Gender: Gender of a person (Male or Female)
  • Age: The age of a person (Ranging from 25 to 65 years)
  • Income: Annual income of a person (Ranging from -674 to 177175)
  • Illness: Is the person Ill? (Yes or No)

Libs

  • Pandas
  • Scikit

Usage

python pipeline.py

software-design-assignments's People

Contributors

chengxuanying avatar

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