About Dataset

Assignment

Your notebooks must contain the following steps:

• Perform data cleaning and pre-processing.
• What steps did you use in this process and how did you clean your data.
• Perform exploratory data analysis on the given dataset.
• Explain each and every graphs that you make.
• Train a ml-model and evaluate it using different metrics.
• Why did you choose that particular model? What was the accuracy?
• Hyperparameter optimization and feature selection is a plus.
• Model deployment and use of ml-flow is a plus.
• Perform model interpretation and show feature importance for your model.
• Provide some explanation for the above point.

Attributes

• ID
• Price: price of the care(Target Column)
• Levy
• Manufacturer
• Model
• Prod. year
• Category
• Leather interior
• Fuel type
• Engine volume
• Mileage
• Cylinders
• Gear box type
• Drive wheels
• Doors
• Wheel
• Color
• Airbags