concept:k-means
K Means
K Means in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Unsupervised learning, anomalies & retrieval
Clustering as an operational hypothesis
Use clustering as an operational hypothesis to move the unsupervised & retrieval production brief toward a defensible release.
Unsupervised learning, anomalies & retrievalDensity clusters and novel anomalies
Use density clusters and novel anomalies to move the unsupervised & retrieval production brief toward a defensible release.
Unsupervised learning, anomalies & retrievalEmbeddings and similarity
Use embeddings and similarity to move the unsupervised & retrieval production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.