MACHINE-LEARNING REQUIREMENT
│
▼
Do historical rows contain
a known correct outcome?
│ │
YES NO
│ │
▼ ▼
SUPERVISED LEARNING Is the system taking
│ sequential actions and
┌──────────┴─────────┐ receiving rewards?
│ │ │ │
▼ ▼ YES NO
Predict category Predict number │ │
│ │ ▼ ▼
CLASSIFICATION REGRESSION REINFORCEMENT UNSUPERVISED
│ LEARNING LEARNING
┌──────┴──────┐ │
│ │ ▼
Two classes 3+ classes Find structure,
│ │ similarity or groups
▼ ▼ │
BINARY MULTICLASS ▼
CLASSIFICATION CLASSIFICATION CLUSTERING
Quick selector:
Known answer? → Supervised
Known category? → Classification
Known numeric outcome? → Regression
No label, discover groups? → Clustering
Sequential actions + rewards? → Reinforcement learning