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Imagine you're in year 2 0 4 5 and working for a spaceship development company in planet Bespin, a floating metropolis of galaxy. Your company
Imagine you're in year and working for a spaceship development company in planet Bespin, a floating metropolis of galaxy. Your company wants to value any a vessel designed for interstellar travel project before they start. You are tasked with developing a model that can provide a price estimate based on a spaceship's characteristics like:
Horsepower :
Engine size
Age etc.
To accomplish your task you will:
Analyse and explore the Spaceship price data
Split your data for training and testing
Run a Multivariable Regression use Linear Regression, KNN and CART Models
Evaluate how your model's coefficients and residuals
Use data transformation to improve your model performance
Use your model to estimate a property price select the model with best R score for predictions
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