Zackary NayinTowards Data ScienceThe Math Behind Kernel Density EstimationExploring the foundations, concepts, and math of kernel density estimationSep 172Sep 172
Zackary NayinIntuitionThe Kernel Method: Solving Linear InseparabilityOne of the requirements for linear machine learning algorithms, such as the perceptron algorithm or linear SVM, is that the data is…Feb 26Feb 26
Zackary NayThe Perceptron Algorithm in PythonThe following is a basic example of the perceptron algorithm in Python. In this post, I will show a quick example of how we can use the…Feb 13Feb 13
Zackary NayinIntuitionStrange Attractors in PythonSome of the most beautiful visualizations in mathematics come from strange attractors. From a simple set of dynamic equations, we can…Feb 11Feb 11
Zackary NayA Friendly Approach to AIHave you ever tried to learn or program your own machine learning algorithm, only to get overwhelmed by the amount of jargon and complex…Feb 10Feb 10
Zackary NayThe Math Behind Gradient DescentThe following is a brief derivation of the batch gradient descent algorithm.Feb 10Feb 10
