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hyundai_used_car_ML

Md. Rakibul Hasan
Civil Engineer
MS in Disaster Management (Contd.), University of Dhaka.

Objectives:

  • Supervised Learning: Linear Regression
  • train data, test data
  • Understanding the equation of a straight line
  • feature coefficient (slope, gradient, m)
  • bias coeffcient (y-interccept, c)
  • domain: x-axis, independent variable
  • range: y-axis, dependent variable
  • loss function, cost function, objective function, error function
  • bias-variance tradeoff, overfitting, underfitting
  • ordinary least square method
  • gradient descent method
  • residual, error, squared error, RMSE - Root Mean Squared Error

References:

Dataset Source: https://www.kaggle.com/aishwaryamuthukumar/cars-dataset-audi-bmw-ford-hyundai-skoda-vw

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