monkidea / classification_models_python

Linear and non-linear classification with scikit-learn

Classification Models in Python

Linear and non-linear classification models with Python package scikit-learn

Linear

Logistic Regression

• Titanic Logistic Regression
• Click-Through Logistic Regression
• Social Network Logistic Regression

Support Vector Machine (SVM)

• Social Network SVM
• Iris SVM
• SVM with Grid Search
• Social Network SVM

Non-linear

K-Nearest Neighbors (KNN)

• KNN Anonymized Data Part 1
• KNN Anonymized Data Part 2
• Social Network KNN

Kernel SVM

• Social Network Kernel SVM
• Social Network Kernel SVM K-Fold
• Social Network Kernel SVM K-Fold with Grid Search

Naive Bayes

• Social Network Naive Bayes

Decision Tree Classification

• Social Network Decision Tree Classification

Random Forest Classification

• Decision Tree and Random Forests
• Social Network Random Forest Classitication
• Loan Decision Trees and Random Forest

XG Boost

• Churn XG Boost