ML_code_templates_Py

Code templates for data prep and different ML algorithms in Python.

#(most elements are not yet added)

Data Processing Categorical Encoding Splitting of dataset Feature Scaling Backward Propagation Forward Selection PCA LDA Kernel PCA k fold Cross validation xgboost.

Simple Linear Regression Multiple Linear Regression Polynomial Linear Regression Support Vector Regression

Decision Trees

Classification Linear Classifier kNN Support Vector Machines Kernel SVM Naive Bayes Classifier Decision Tree Classifier Random Forest Classifier

Clustering K means Hierarchical Clustering

Association Rules Apriori Eclat Association

Reinforcement Learning UCB - Upper Confidence Bound - Multi hand bandit Thompson Sampling

NLP Bag of Words

ANN CNN RNN

TO BE ADDED AND REVIEWED

(Code templates for data prep and different ML algorithms in R.

Data Processing Categorical Encoding Splitting of dataset Feature Scaling Backward Propagation Forward Selection PCA LDA Kernel PCA k fold Cross validation xgboost

Simple Linear Regression Multiple Linear Regression Polynomial Linear Regression Support Vector Regression

Decision Trees

Classification Linear Classifier kNN Support Vector Machines Kernel SVM Naive Bayes Classifier Decision Tree Classifier Random Forest Classifier

Clustering K means Hierarchical Clustering

Association Rules Apriori Eclat Association

Reinforcement Learning UCB - Upper Confidence Bound - Multi hand bandit Thompson Sampling

NLP Bag of Words

ANN)