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

Name		Name	Last commit message	Last commit date
Churn Modelling Test Data.csv		Churn Modelling Test Data.csv
Churn_Modelling.csv		Churn_Modelling.csv
Classification-Pros-Cons.pdf		Classification-Pros-Cons.pdf
Classified Data		Classified Data
Click-Through Logistic Regression.ipynb		Click-Through Logistic Regression.ipynb
Cumulative Accuracy Curve Template.xlsx		Cumulative Accuracy Curve Template.xlsx
Decision Trees and Random Forests.ipynb		Decision Trees and Random Forests.ipynb
Email Offer.csv		Email Offer.csv
Income SVC.ipynb		Income SVC.ipynb
Intro to K Nearest Neighbors.pdf		Intro to K Nearest Neighbors.pdf
Intro to Logistic Regression.pdf		Intro to Logistic Regression.pdf
Intro to Tree Methods.pdf		Intro to Tree Methods.pdf
Iris SVC with K-Fold Cross Validation.ipynb		Iris SVC with K-Fold Cross Validation.ipynb
Iris SVM.ipynb		Iris SVM.ipynb
KNN Anonymized Data Part 2.ipynb		KNN Anonymized Data Part 2.ipynb
KNN Anonymized Data.ipynb		KNN Anonymized Data.ipynb
KNN_Project_Data		KNN_Project_Data
Lending Club Decision Tree and Random Forest Classification.ipynb		Lending Club Decision Tree and Random Forest Classification.ipynb
Loan Decision Trees and Random Forest.ipynb		Loan Decision Trees and Random Forest.ipynb
Medical Data Decision Tree and Random Forest Classification.ipynb		Medical Data Decision Tree and Random Forest Classification.ipynb
MovieLens K-Nearest Neighbors.ipynb		MovieLens K-Nearest Neighbors.ipynb
Past Hires Decision Tree Classification.ipynb		Past Hires Decision Tree Classification.ipynb
PastHires.csv		PastHires.csv
README.md		README.md
SVM with GridSearch.ipynb		SVM with GridSearch.ipynb
Social_Network_Ads.csv		Social_Network_Ads.csv
Titanic_Logistic_Regression.ipynb		Titanic_Logistic_Regression.ipynb
advertising.csv		advertising.csv
churn_xgboost.py		churn_xgboost.py
classification_template.py		classification_template.py
decision_tree_classification_template.py		decision_tree_classification_template.py
grid_search_template.py		grid_search_template.py
k_fold_cross_validation_template.py		k_fold_cross_validation_template.py
kernel_svc_template.py		kernel_svc_template.py
kyphosis.csv		kyphosis.csv
loan_data.csv		loan_data.csv
naive_bayes_template.py		naive_bayes_template.py
random_forest_classification_template.py		random_forest_classification_template.py
social_network_decision_tree_classification.py		social_network_decision_tree_classification.py
social_network_kernel_svm.py		social_network_kernel_svm.py
social_network_kernel_svm_k_fold_cross_validation.py		social_network_kernel_svm_k_fold_cross_validation.py
social_network_kernel_svm_kfold.py		social_network_kernel_svm_kfold.py
social_network_kernel_svm_kfold_grid_search.py		social_network_kernel_svm_kfold_grid_search.py
social_network_knn.py		social_network_knn.py
social_network_logistic_regression.py		social_network_logistic_regression.py
social_network_naive_bayes.py		social_network_naive_bayes.py
social_network_random_forest_classification.py		social_network_random_forest_classification.py
social_network_svm.py		social_network_svm.py
titanic_test.csv		titanic_test.csv
titanic_train.csv		titanic_train.csv

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