Machine Learning Overview

Paradigms, Tasks, and Applications

What Is Machine Learning

  • TODO: venn diagram of ds / ml / ai.
  • TODO: input/output graphic
  • TODO: note about data, in particular tabular data (table and graphical view)

Machine Learning Paradigms

Supervised Learning Unsupervised Learning Reinforcement Learning

Machine Learning Tasks

Examples

Palmer Penguins Data

Supervised Regression

Supervised Classification

Unsupervised Clustering

Machine Learning Applications

  • TODO: Classic datasets, like MNIST?
  • TODO: who cares?