Repository for Machine Learning Implementations

Gradient Descent

• Custom Gradient Descent Algorithm utilizing numpy
• GradientDescent.ipynb

Voting Classifier Class

• EnsembleTemplate.py

Gradient Descent / OLS Custom Class

• GDLinearRegression.ipynb

Perceptron Custom Implementation

• Perceptron.ipynb

Decision Boundry Plotting

• 2DTreeDecisionBoundry.ipynb

Sequential Backward Selection

• SequentialBackwardSelection.py

Kernel PCA

• kernelPCA.py

Bayesian Regression

• PYMC to estimate the coeficients
• BayesianRegression.ipynb