// ◇ Classical Machine Learning
t-SNE
Maps high-dimensional data to 2D while keeping neighbors close.
2008 Foundational extended
IN PLAIN WORDS
Converts similarities to probabilities and reproduces them in 2D with a t-distribution. Great for seeing clusters in embeddings, but cluster sizes and distances are not meaningful.
Used in: Embedding visualization, single-cell analysis
01Original paper
Visualizing Data using t-SNE
van der Maaten & Hinton · JMLR 9 · 2008
Open ↗ ✓ Verified · 官方页面 HTTP/WebFetch 核实
02Where it sits
Learn the left column first; the right column builds on this one.
Left: prerequisites · right: builds on this · dashed: related. Full map →
03Learning resources
Official docs, explainers, courses and reference code. All links checked.
04Where the course teaches it
For AI / data
- Verification: verified, checked 2026-10-21.
- JSON: /api/learn/algorithms.json (id:
tsne)