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.
Overview
Syllabus
- Motivation
- Representing Data with Models
- Building Models
- Model Complexity
- What is Learning?
- What are Neurons?
- Flux.jl, the Elegant Julia Machine Learning Library
Taught by
Dr. Chris Rackauckas