Introduction to Analytics Modeling

Descriptive Question

Predictive Question

Prescriptive Question

Classifier

Soft Classifier

Cost of Misclassification

Vertical

Horizontal

Structured Data

Unstructured Data

Data Point

Time series data

Support Vector Machines
(SVM)

Support Vector Machines
(SVM)
Soft Classifier

Support Vector Machines
Error Measurement

Support Vector Machines
Why the name?

Add Cost to the SVM

Why scale data in SVM

Eliminate classifiers in SVM

Support Vector Machine

Scale Data

Standardization

When to use Scale

When to use standardization

K-nearest Neighbor Classification
KNN