04 — Instance-Based Methods

Methods that defer learning to prediction time, making predictions by comparing a new instance to stored training examples.

Notes

• Instance-Based Methods — k-nearest neighbours, distance metrics, weighted KNN, locally weighted regression, computational considerations

Links

← 03 — Kernel Methods → 02 — Unsupervised Learning

• Linear Algebra — distance metrics, inner products
• Supervised Learning