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Car Price Prediction

Dataset

Features

  1. Brand: The brand of the car (string).

  2. Model: The model name of the car (string).

  3. Year: The manufacturing year of the car (float).

  4. Mileage: The mileage of the car (float).

  5. Engine: The type of engine in the car (string).

  6. Engine Size: The size of the car's engine (float).

  7. Transmission: The type of transmission (string).

  8. Automatic Transmission: Indicator of whether the car has an automatic transmission (float).

  9. Fuel Type: The type of fuel the car uses (string).

  10. Drivetrain: The type of drivetrain (string).

  11. Min MPG: The minimum miles per gallon the car can achieve (float).

  12. Max MPG: The maximum miles per gallon the car can achieve (float).

  13. Damaged: Indicator of whether the car has any damage (float).

  14. First Owner: Indicator of whether the car is owned by the first owner (float).

  15. Personal Using: Indicator of whether the car is used for personal purposes (float).

  16. Turbo: Indicator of whether the car has a turbocharger (float).

  17. Alloy Wheels: Indicator of whether the car has alloy wheels (float).

  18. Adaptive Cruise Control: Indicator of whether the car has adaptive cruise control (float).

  19. Navigation System: Indicator of whether the car has a navigation system (float).

  20. Power Liftgate: Indicator of whether the car has a power liftgate (float).

  21. Backup Camera: Indicator of whether the car has a backup camera (float).

  22. Keyless Start: Indicator of whether the car has keyless start (float).

  23. Remote Start: Indicator of whether the car has remote start (float).

  24. Sunroof/Moonroof: Indicator of whether the car has a sunroof or moonroof (float).

  25. Automatic Emergency Braking: Indicator of whether the car has automatic emergency braking (float).

  26. Stability Control: Indicator of whether the car has stability control (float).

  27. Leather Seats: Indicator of whether the car has leather seats (float).

  28. Memory Seat: Indicator of whether the car has memory seats (float).

  29. Third Row Seating: Indicator of whether the car has third-row seating (float).

  30. Apple CarPlay/Android Auto: Indicator of whether the car supports Apple CarPlay or Android Auto (float).

  31. Bluetooth: Indicator of whether the car has Bluetooth connectivity (float).

  32. USB Port: Indicator of whether the car has a USB port (float).

  33. Heated Seats: Indicator of whether the car has heated seats (float).

  34. Interior Color: The color of the car's interior (string).

  35. Exterior Color: The color of the car's exterior (string).

Notebook && Pipeline consists of experimetal and actual pipeline of code respectively.

To fire-up the api run:

docker build -t car_price_prediction .

To run server:

docker run -d -p 80:80 car_price_prediction

Congratulations, your api is running at port no. 80 on local server