For today’s assignment, you have 2 options however it is recommended to practice both.
Choose one of the following options as your assignment today:
- Option 1 [Challenging]
- Use the tips dataset and apply a logistic regression model to the tips dataset. Bin a continuous variable (tips column into 3 different categories).
- Your 3 categories for your continuous variable will be:
- Bad Tipper
- Good Tipper
- Excellent Tipper
- Also, create a linear regression that predicts the tips column as well.
- Compare your results from the linear and logistic regression using the following criteria:
- If your predicted regression is exceeding 10% tolerance (error) then consider it a false prediction, otherwise, it is true.
- Example: If the actual value is $1 and your prediction is [0.9, 1.10] this is true, otherwise it is false.
- Compare the false prediction between your classification and regression models and see which one performed better.
- Option 2 [Basic]
- Choose a dataset that has not been used in the Bootcamp.
- Your dataset cannot have all numerical columns.
- Do not spend more than 30 minutes looking for your dataset.
- Choose a target for classification.
- Perform data cleaning, EDA, and preprocessing techniques when applicable before creating your model.
- Report your accuracy, recall, and precision on your test set at the end.
- Choose a dataset that has not been used in the Bootcamp.
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