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JuliaAcademy

Foundations of Machine Learning

via JuliaAcademy

Overview

Explore the fundamental concepts of machine learning, covering topics from data representation and model building to understanding neural networks and learning processes. Gain hands-on experience with Flux.jl, an elegant Julia-based machine learning library, while delving into model complexity and the core principles that drive artificial intelligence.

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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