Gradient Descent and Regularisation:
https://youtu.be/IUmFzIU-Cp4
Normal Equation and Matrix Calculation:
https://eli.thegreenplace.net/2015/the-normal-equation-and-matrix-calculus/
Overfitting vs Underfitting:
https://towardsdatascience.com/overfitting-vs-underfitting-a-complete-example-d05dd7e19765
https://scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html
Coding Linear Regression using Python:
https://towardsdatascience.com/linear-regression-using-python-b136c91bf0a2
https://stackabuse.com/multiple-linear-regression-with-python/
https://scikit-learn.org/stable/modules/linear_model.html
#DataScience #MachineLearning #LinearRegression #SupervisedLearning #NormalEquation #GradientDescent #Regularisation #RidgeRegression #Lasso #LearningRate #AutomaticDifferentiation #Gaussian #MaximumLikelihoodEstimation #MaximumAPosteriori #Overfitting #Underfitting #MultipleLinearRegression
