Support Vector Machine

Support Vector Machine

  less than a minute  

PlaylistSupport Vector Machine | All Videos

This course includes

7 articles
16 mins reading time
7 videos • 2 hr 2 mins

Course content

7 sections • 43 topics • Read: 16 mins • Video: 2 hr 2 mins

SVM Intro 3 Topics, Read: 1 min, 1 Video: 9 mins
Geometric Intuition
Highway ️ Analogy
Support Vectors
Support Vector Machine (SVM) | Decision Boundary & Margins | Geometric Intuition | Explained Watch 9 mins
Hard Margin SVM 6 Topics, Read: 2 mins, 1 Video: 14 mins
Assumptions of Hard Margin SVM
Distance Between Margins
Goal
Constraint
Optimization
Primal Problem
Hard Margin Support Vector Machine (SVM) | Distance of Hyperplane | Primal Problem | Explained Watch 14 mins
Soft Margin SVM 7 Topics, Read: 2 mins, 1 Video: 22 mins
Intuition
Slack Variable
Slack/Error Term Interpretation
Goal of Soft Margin SVM
Optimization (Primal Formulation)
Hyper-Parameter 'C' Tuning
Hinge Loss View
Soft Margin Support Vector Machine (SVM) | Hinge Loss View | Explained with Example Watch 22 mins
Primal Dual Equivalence 8 Topics, Read: 3 mins, 1 Video: 24 mins
Intuition
Optimization (Primal Formulation)
Lagrangian
Lagrangian Objective
Karush–Kuhn–Tucker (KKT) Conditions
Primal Expansion
(Wolfe) ‘Dual' Optimization
Inference Time
Primal Dual Equivalence of Support Vector Machine (SVM) | Lagrangian | KKT Conditions | Explained Watch 24 mins
Kernel Trick 9 Topics, Read: 3 mins, 1 Video: 19 mins
Intuition
Kernel Trick
(Wolfe) ‘Dual' Optimization
Inner Product
Non-Linear Separation
Kernel Trick
Polynomial (Quadratic) Kernel
Advantages of Kernel Trick
Why Kernel SVMs are Not so Popular ?
Kernel Trick in Support Vector Machines | Quadratic Kernel Function Example Watch 19 mins
RBF Kernel 4 Topics, Read: 2 mins, 1 Video: 15 mins
Intuition
Radial Basis Function (RBF) Kernel
Infinite Dimension Mapping
Bias-Variance Trade-Off
Radial Basis Function (RBF) Kernel | Support Vector Machine | Infinite Dimension Mapping | Explained Watch 15 mins
Support Vector Regression 6 Topics, Read: 3 mins, 1 Video: 16 mins
Intuition
Support Vector Regression
Optimization (Primal Formulation)
Loss Function
(Wolfe) ‘Dual' Optimization
Inference & Kernel Trick
Support Vector for Regression (SVR) | Support Vector Machines | Explained with Example Watch 16 mins
SVM Intro

SVM Intro

Hard Margin SVM

Hard Margin SVM

Soft Margin SVM

Soft Margin SVM

Primal Dual Equivalence

Primal Dual Equivalence

Kernel Trick

Kernel Trick

RBF Kernel

RBF Kernel

Support Vector Regression

Support Vector Regression