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

Support Vector Machines are one of the most mysterious methods in Machine Learning. This StatQuest sweeps away the mystery ...

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

1,670,133 views

6 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)

414,020 views

6 years ago

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)

389,229 views

3 years ago

StatQuest with Josh Starmer
Support Vector Machines Part 3: The Radial (RBF) Kernel (Part 3 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: ...

15:52
Support Vector Machines Part 3: The Radial (RBF) Kernel (Part 3 of 3)

327,836 views

6 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

70,568 views

10 years 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!

202,282 views

7 years ago

DataMListic
Kernel Density Estimation - Explained

Learn how kernel density estimation (KDE) works with a simple exam score example. We'll explore how statisticians use kernels, ...

8:11
Kernel Density Estimation - Explained

8,804 views

3 months ago

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Lex Clips
Advice for machine learning beginners | Andrej Karpathy and Lex Fridman

Lex Fridman Podcast full episode: https://www.youtube.com/watch?v=cdiD-9MMpb0 Please support this podcast by checking out ...

5:48
Advice for machine learning beginners | Andrej Karpathy and Lex Fridman

1,099,069 views

3 years ago

Zardoua Yassir
SVM10 The Kernel Trick (Part1: Basis Expansion)

SVM playlist: https://www.youtube.com/watch?v=Ham_XKCPR8Y&list=PLLCGSi_WZBNeMfLavsJdhQAf9_K-0DevT This series of ...

16:06
SVM10 The Kernel Trick (Part1: Basis Expansion)

24,762 views

5 years ago

Very Normal
The most important theory in statistics | Maximum Likelihood

Non-clickbait title: The supremacy of the MLE. This video is a video about maximum likelihood estimation, a method that powers ...

14:15
The most important theory in statistics | Maximum Likelihood

193,948 views

9 months ago

Julien Mairal
Lecture 1 on kernel methods: Positive definite kernels

This is the first lecture of the class on kernel methods for machine learning given in the MOSIG/MSIAM master program of ...

44:50
Lecture 1 on kernel methods: Positive definite kernels

24,341 views

4 years ago

webel od
Intro to Kernel Density Estimation

This video gives a brief, graphical introduction to kernel density estimation. Many plots are shown, all created using Python and ...

17:38
Intro to Kernel Density Estimation

162,199 views

7 years ago

Inside Bloomberg
13. Kernel Methods

With linear methods, we may need a whole lot of features to get a hypothesis space that's expressive enough to fit our data -- there ...

1:39:20
13. Kernel Methods

28,918 views

7 years ago

Carlos Fernandez-Granda
The Histogram and Kernel Density Estimation

Updated version: https://youtu.be/TxB-rbrXMys We describe two nonparametric techniques to estimate probability densities from ...

25:29
The Histogram and Kernel Density Estimation

6,516 views

4 years ago

StatQuest with Josh Starmer
ROC and AUC, Clearly Explained!

ROC (Receiver Operator Characteristic) graphs and AUC (the area under the curve), are useful for consolidating the information ...

16:17
ROC and AUC, Clearly Explained!

1,833,237 views

6 years ago

StatQuest with Josh Starmer
Word Embedding and Word2Vec, Clearly Explained!!!

Words are great, but if we want to use them as input to a neural network, we have to convert them to numbers. One of the most ...

16:12
Word Embedding and Word2Vec, Clearly Explained!!!

514,723 views

2 years ago

Infinite Codes
All Machine Learning algorithms explained in 17 min

All Machine Learning algorithms intuitively explained in 17 min ######################################### I just started ...

16:30
All Machine Learning algorithms explained in 17 min

1,676,049 views

1 year ago

DataMListic
The Kernel Trick

The kernel trick enables machine learning algorithms to operate in high-dimensional spaces without explicitly computing ...

9:03
The Kernel Trick

18,844 views

8 months ago

caltech
Lecture 15 - Kernel Methods

Kernel Methods - Extending SVM to infinite-dimensional spaces using the kernel trick, and to non-separable data using soft ...

1:18:19
Lecture 15 - Kernel Methods

229,918 views

13 years ago

StatQuest with Josh Starmer

1.56M subscribers

Visually Explained
Support Vector Machine (SVM) in 2 minutes

2-Minute crash course on Support Vector Machine, one of the simplest and most elegant classification methods in Machine ...

2:19
Support Vector Machine (SVM) in 2 minutes

848,630 views

4 years ago

Udacity
Kernel regression

This video is part of the Udacity course "Supervised Learning". Watch the full course at https://www.udacity.com/course/ud726.

1:33
Kernel regression

37,318 views

9 years ago

StatQuest with Josh Starmer
Machine Learning Fundamentals: Cross Validation

One of the fundamental concepts in machine learning is Cross Validation. It's how we decide which machine learning method ...

6:05
Machine Learning Fundamentals: Cross Validation

1,376,088 views

7 years 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

126,915 views

10 years 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

56,732 views

1 year ago

StatQuest with Josh Starmer
StatQuest: Random Forests Part 1 - Building, Using and Evaluating

Random Forests make a simple, yet effective, machine learning method. They are made out of decision trees, but don't have the ...

9:54
StatQuest: Random Forests Part 1 - Building, Using and Evaluating

1,373,562 views

7 years ago