Linear Regression

linear regression
    advertising popularity prediction
    weather forcasting
    market fircasting
    estimater life expectancy
    popular growth prediction

Regression

• linear

• poly

• phase estimation

  • lab PolynomialFit

  • lab PolynomialFit people data

Regularization

• ridge regression

• score R2

  • lab L1/L2 Demo

  • lab LASSO Regularization on cat params show feature importance

outliers

• about

• outiner

• ransac

  • lab ransac

• huber loss

least square

• Weighted least square

• Non Linear Least Squares

elasticNet

• elasticNet

notes

• Predictive Power Score https://medium.com/geekculture/predictive-power-score-implementation-in-python-70558bf91f45

• https://optuna.org/

• https://wandb.ai/site

• SVR https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVR.html