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CLASSIFICATION - Coggle Diagram
CLASSIFICATION
BINARY
spam or not spam
not churn - churn
normal state
abnormal state
AL
logistic regression
KNN
support vector machine
Naive Bayes
Decison tree
MULTI CLASS
plant species
face
optical signal
AL
Random forest
Gradient Boosting
KNN
Decision tree
Naive Bayes
MULTI LABEL
predict detail in photo
cat
car
tree
AL
Multi label random forest
Multi label random Decision tree
Multi label Gradient Boosting
type predicted
ova
slow training
good test
ovr
fast train
avg test
ECOC
better if more cloass
IMBALANCED
Fraud detect
outlier detect
medical diagnosis
data precess
SMOTE
oversampling
under sampling
random sampling
AL
Cost-Sensitive Logistic Regression
Cost-Sensitive Decision Trees
Cost-Sensitive Support Vector Machines