This web page lists the entire device studying tutorials to be had on Statsidea.
Creation to Gadget Studying
Supervised vs. Unsupervised Studying
Regression vs. Classification Algorithms
The Partial-Variance Tradeoff
Unbending Regression
Easy Unbending Regression (R, Python)
More than one Unbending Regression (R, Python)
Classification
Logistic Regression (R, Python)
Unbending Discriminant Research (R, Python)
Quadratic Discriminant Research (R, Python)
How you can Assess Style Are compatible
What’s Overfitting?
Loose-One-Out Pass-Validation (R, Python)
K-Line Pass-Validation (R, Python)
Style Variety
Very best Subset Variety
Stepwise Variety (R)
Regularization
Ridge Regression (R, Python)
Lasso Regression (R, Python)
Area Aid
Primary Parts Regression (R, Python)
Bias Least Squares (R, Python)
Complex Regression Fashions
Polynomial Regression (R, Python)
Multivariate Adaptive Regression Splines (R, Python)
Tree-Based totally Forms
Classification and Regression Timber (R)
Bagging (R)
Random Woodlands (R)
Boosting (R)
Unsupervised Studying
Primary Parts Research in R
K-Method Clustering in R
K-Medoids Clustering in R
Hierarchical Clustering in R
