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Visually Explained
The Kernel Trick in Support Vector Machine (SVM)

SVM can only produce linear boundaries between classes by default, which not enough for most machine learning applications.

3:18
The Kernel Trick in Support Vector Machine (SVM)

383,262 views

3 years ago

DataMListic
The Kernel Trick

... Non-linear Transformations 04:04 - Kernel Trick 06:40 - Common Kernel Functions 07:28 - Summary 08:18 - Outro *Follow Me* ...

9:03
The Kernel Trick

17,450 views

7 months ago

CodeEmporium
The Kernel Trick - THE MATH YOU SHOULD KNOW!

Some parametric methods, like polynomial regression and Support Vector Machines stand out as being very versatile. This is due ...

7:30
The Kernel Trick - THE MATH YOU SHOULD KNOW!

201,213 views

7 years ago

Udacity
The Kernel Trick

This video is part of the Udacity course "Introduction to Computer Vision". Watch the full course at ...

2:37
The Kernel Trick

70,380 views

10 years ago

DataMListic
Kernel Density Estimation - Explained

... 00:00 - Intro 00:35 - Small sample example 01:46 - Kernel functions 02:45 - Evidence combination 03:40 - Bandwidth parameter ...

8:11
Kernel Density Estimation - Explained

6,997 views

2 months ago

ritvikmath
Kernel Density Estimation : Data Science Concepts

All about Kernel Density Estimation (KDE) in data science. Fish Icon: ...

25:52
Kernel Density Estimation : Data Science Concepts

55,749 views

1 year ago

Stanford Online
Lecture 7 - Kernels | Stanford CS229: Machine Learning Andrew Ng (Autumn 2018)

... problem 28:48 Apply kernels 28:56 Kernel trick 31:45 A kernel function 33:56 No free lunch theorem 34:40 Example of kernels ...

1:20:25
Lecture 7 - Kernels | Stanford CS229: Machine Learning Andrew Ng (Autumn 2018)

237,062 views

5 years ago

DataMListic
RBF Kernel Explained: Mapping Data to Infinite Dimensions

Discover how the RBF (Radial Basis Function) kernel works by implicitly mapping data into an infinite-dimensional space to solve ...

4:22
RBF Kernel Explained: Mapping Data to Infinite Dimensions

8,680 views

7 months ago

Techquickie
What is a Kernel?

Your business deserves a website! Create one for free at https://www.odoo.com/r/XJIG Learn about operating system kernels.

5:38
What is a Kernel?

507,058 views

1 year ago

Udacity
Kernel Trick

This video is part of an online course, Intro to Machine Learning. Check out the course here: ...

1:40
Kernel Trick

126,853 views

10 years ago

Professor Dave Explains
Image and Kernel

Now that we've learned about linear transformations, we can combine this with what we know about vector spaces to learn about ...

5:35
Image and Kernel

253,369 views

6 years ago

Socratica
The Kernel of a Group Homomorphism – Abstract Algebra

The kernel of a group homomorphism measures how far off it is from being one-to-one (an injection). Suppose you have a group ...

4:53
The Kernel of a Group Homomorphism – Abstract Algebra

308,149 views

9 years ago

Quantum ML
Quantum Machine Learning - 28 - Kernel Methods

Quantum Machine Learning MOOC, created by Peter Wittek from the University of Toronto in Spring 2019. Lecture 28: Kernel ...

3:33
Quantum Machine Learning - 28 - Kernel Methods

5,582 views

5 years ago

ritvikmath
SVM Kernels : Data Science Concepts

A backdoor into higher dimensions. SVM Dual Video: https://www.youtube.com/watch?v=6-ntMIaJpm0 My Patreon ...

12:02
SVM Kernels : Data Science Concepts

93,230 views

4 years ago

Stanford Online
Stanford CS229 Machine Learning I Kernels I 2022 I Lecture 7

For more information about Stanford's Artificial Intelligence programs visit: https://stanford.io/ai To follow along with the course, ...

1:28:24
Stanford CS229 Machine Learning I Kernels I 2022 I Lecture 7

22,801 views

2 years ago

ThatMathThing
Reproducing Kernels and Functionals (Theory of Machine Learning)

In this video we give the functional analysis definition of a Reproducing Kernel Hilbert space, and then we investigate ...

21:43
Reproducing Kernels and Functionals (Theory of Machine Learning)

9,401 views

1 year ago

Machine Learning for Engineers
Extra Lecture: Kernelization

Kernelization is a powerful technique to make linear models learn non-linear data. It is the basis of Kernelized Support Vector ...

1:13:05
Extra Lecture: Kernelization

6,442 views

5 years ago

StatQuest with Josh Starmer
Support Vector Machines Part 1 (of 3): Main Ideas!!!

... Vector Machines 15:25 The polynomial kernel function 17:30 The radial basis function (RBF) kernel 18:32 The kernel trick 19:31 ...

20:32
Support Vector Machines Part 1 (of 3): Main Ideas!!!

1,656,380 views

6 years ago

Super Data Science
Types of Kernel Functions

Types of Kernel Functions Looking to learn more about the Types of Kernel Functions in ML? Kernel functions are an esential ...

4:05
Types of Kernel Functions

2,026 views

2 years ago

Wisdomers - Computer Science and Engineering
Kernel Function in Support Vector Machine SVM || Lesson 83 || Machine Learning || Learning Monkey ||

machinelearning#learningmonkey In this class, we discuss Kernel Function in Support Vector Machine SVM. We overcome that ...

12:39
Kernel Function in Support Vector Machine SVM || Lesson 83 || Machine Learning || Learning Monkey ||

16,977 views

5 years ago

Stanford Online
Stanford CS229: Machine Learning | Summer 2019 | Lecture 8 - Kernel Methods & Support Vector Machine

For more information about Stanford's Artificial Intelligence professional and graduate programs, visit: https://stanford.io/3DYVYzo ...

1:55:09
Stanford CS229: Machine Learning | Summer 2019 | Lecture 8 - Kernel Methods & Support Vector Machine

31,035 views

4 years ago

udiprod
SVM with polynomial kernel visualization

See a new version of this video in HD: https://youtu.be/OdlNM96sHio A visual demonstration of the kernel trick in SVM. This short ...

0:43
SVM with polynomial kernel visualization

477,984 views

18 years ago

StatQuest with Josh Starmer
Support Vector Machines Part 2: The Polynomial Kernel (Part 2 of 3)

Support Vector Machines use kernel functions to do all the hard work and this StatQuest dives deep into one of the most popular: ...

7:15
Support Vector Machines Part 2: The Polynomial Kernel (Part 2 of 3)

410,672 views

6 years ago

Kimberly Fessel
What is kernel density estimation? And how to build a KDE plot in Python? | Seaborn KDEplot

This seaborn kdeplot video explains both what the kernel density estimation (KDE) is as well as how to make a kde plot within ...

9:13
What is kernel density estimation? And how to build a KDE plot in Python? | Seaborn KDEplot

118,663 views

5 years ago

Machine Learning- Sudeshna Sarkar
Nonlinear SVM and Kernel Function

It will lead to higher computational cost, but we will see that by using kernel function. We can achieve this transformation without ...

28:01
Nonlinear SVM and Kernel Function

58,702 views

9 years ago