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JuliaAcademy

Foundations of Machine Learning

via JuliaAcademy

Overview

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Introductory machine learning course taught in Julia. Covers motivation for machine learning, representing data with models, building models and reasoning about model complexity, what learning means, neurons as building blocks of neural networks, and hands-on work with Flux.jl, the Julia machine learning library. Suited to newcomers to machine learning who are comfortable with basic programming.

Syllabus

  1. Motivation
  2. Representing Data with Models
  3. Building Models
  4. Model Complexity
  5. What is Learning?
  6. What are Neurons?
  7. Flux.jl, the Elegant Julia Machine Learning Library

Taught by

Dr. Chris Rackauckas

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