Lathe.jl is an all-in-one package for predictive modeling in Julia. It comes packaged with a Stats Library, Preprocessing Tools, Distributions, Machine-Learning Models, and Model Validation. This is a collection of notebooks intended to assist both new-comers to the Julia language, and experienced developers to gain familiarity with Lathe with real-world examples of utilizing the package.