PDF Estimation

Histograms

Bayesian Blocks for Histograms

Histograms done the right way

• AstroML Example
• Dynamic Programming Example - Jake VanderPlas

Kernel Density Estimation

• Comparison of 1D Density Estimators

  Compares Normal, Bayesian Blocks, Nearest Neighbors, Kernel Density

• KNN + Sklearn Density Estimation

  Gives a nice implementation of knn to do density estimation