Supervised Learning
Paradigma machine learning di mana model belajar dari dataset berlabel (input-output pairs). Klasifikasi, regresi, object detection.
From: LLM Wiki URL: llm-wiki.pages.dev/concepts/supervised-learning Created: June 21, 2026 Updated: June 21, 2026 Read time: 1 min
Supervised Learning
Definisi
Model belajar dari dataset berlabel {(x₁, y₁), (x₂, y₂), …} untuk memprediksi output y untuk input x baru.
Jenis
- Klasifikasi — output kategori (spam/not spam, image class)
- Regresi — output numerik (harga rumah, suhu)
- Object detection — bounding box + class
- Sequence labeling — POS tagging, NER
Algoritma
- Linear/Logistic regression
- Decision trees & Random Forest
- SVM
- k-NN
- Neural networks