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Classification with SciKit-Learn Collection

Code snippets for building a range of classification machine learning models using SciKit-Learn

LINEAR

Logistic Regression

SUPPORT VECTOR MACHINE

Linear SVM Classification

Non-Linear SVM Classification With RBF Kernal

TREE BASED

Decision Tree Classification

Bagging Decision Tree Classifier

Random Forest

AdaBoost

Histogram-Based Gradient Boosting

TUNING

SVM Hyperparameter Tuning With GridSearchCV

Tuning Random Forest Hyperparameters With RandomizedSearchCV

METRICS

Sklearn Classification Metrics

Sklearn ROC AUC

Sklearn Precision Score

Sklearn Recall Score

Sklearn Precision Recall Curve

Sklearn ROC Curve

ANALYSIS

Shap Summary Plots

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