Supervised Learning

Paradigma machine learning di mana model belajar dari dataset berlabel (input-output pairs). Klasifikasi, regresi, object detection.

Supervised learning butuh data berlabel. Algoritma: linear regression, decision trees, SVM, neural networks. Tantangan: butuh banyak data berlabel, overfitting.

June 21, 2026 1 min concepts

Also known as: pembelajaran terawasi

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

Supervised Learning

Supervised Learning

Definisi

Jenis

Algoritma

Connected to

Not yet written

References