elena-e-barbulescu / Supervised-Learning-Concepts

Concepts of Supervised Learning modeling.

Supervised-Learning-Concepts

Concepts of Supervised Learning modeling.

Boosting

• 1_Boosting-Approaches

Linear-Classifier

• 0_Linear-Models-Introduction
• 1_Logistic-Regression-Regularization
• 2_Multi-Class-Logistic-Regression

Tree-Based_Modeling

• 1_Decision-Tree-for-Classification
• 2_Decision-Tree-for-Regression

XGBoost

• 1_What-is-XGBoost
• 2_Regression-with-XGBoost
• 3_Base-Learners
• 4_Tuning-the-XGBoostModel
• 5_GridSearch-and-RandomSearch-XGBoost
• 6_Pipelines-with-XGBoost

1_What-is-Supervised-Learning

2_Machine-Learning_General-Concepts

3_What-is-a-Decision-Tree

4_KNN-KNearestneighbors

5_Logistic-Regression

6_Logistic-Regression

7_ROC-Curve

8_Generalization-Error

9_Ensemble-Modeling