Kernel Density Estimation and Statistics# Overview# You will learn about kernel density estimation and statistics Goals# Estimate probability density Learn about Statistical Methods Lecture Materials# Slides Estimating Probability Density from Data Statistics Monte Carlo and Sampling Methods Homework Assignment# Homework 05: Kernel Density Estimation, Covariance and Correlation Supplemental Readings# Positive Definite Matrix definition AstroML: Machine Learning and Data Mining for Astronomy Freedman-Diaconis Rule for choice of binning Kernel Density Estimation Algorithms for calculating variance Probability Mass Function
