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MLCourse

This repository contains teaching material for an introductory machine learning course. You can find an interactive preview of the Pluto notebooks of this course here and a static preview (where sliders etc. don't work) here.

To use the code, please download julia (at least version 1.6.2) open julia and install the code in this repository with

julia> using Pkg
       Pkg.develop(url = "https://github.com/jbrea/MLCourse")
       Pkg.activate(joinpath(Pkg.devdir(), "MLCourse"))
       Pkg.instantiate()

To use the notebooks, start julia and type

julia> using Pkg; Pkg.activate(joinpath(Pkg.devdir(), "MLCourse"))
       using MLCourse
       MLCourse.start()

If git is installed on your system (otherwise download it e.g. here) you can update the course material with

julia> using Pkg; Pkg.activate(joinpath(Pkg.devdir(), "MLCourse"))
       using MLCourse
       MLCourse.update()

To reduce loading times of the pluto notebooks you can create a custom system image with

julia> using Pkg; Pkg.activate(joinpath(Pkg.devdir(), "MLCourse"))
       using MLCourse
       MLCourse.create_sysimage()

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  • Julia 99.7%
  • Dockerfile 0.3%