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Pembelajaran Mesin - Coggle Diagram
Pembelajaran Mesin
Decision Tree
Algoritma
Greedy Strategy/Hunt's Algorithm
CART
ID3
C4.5
Splitting
Binary split
Multi-way split
Measue of Node Impurity
Gini Index
Entropy
Information gain
Gain Ratio
Misclassification Error
Introduction to Machine Learning
Fungsi Utama Machine Learning System
Descriptive
Predictive
Prescriptive
Learning Types
Supervised
Unsupervised
Reinforcement
Unsupervised Learning
Clustering
Tipe Clustering
Partitioning
Algoritma
Algoritma K-medoid
Algoritma K-means
Hierarchical
Algoritma
Pendekatan divisive (top-down)
Pendekatan agglomerative (bottom-up)
Matrik Jarak
Single-link distance
Complete-link distance
Average-link distance
Mean-distance (centroid clustering)
Density Based
Algoritma
DBSCAN
Validasi Cluster
External Index
Purity
Entropy
F-measure
Internal Index
Silhoutte Coefficient
Davies-Bouldin Index (DB)
Dunn Index (Du)
Relative Index
Data Acquisition and Exploration