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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!!!

1,670,480 views

6 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

848,951 views

4 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)

414,106 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)

389,353 views

3 years ago

MIT OpenCourseWare
16. Learning: Support Vector Machines

MIT 6.034 Artificial Intelligence, Fall 2010 View the complete course: http://ocw.mit.edu/6-034F10 Instructor: Patrick Winston In this ...

49:34
16. Learning: Support Vector Machines

2,135,550 views

11 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)

327,905 views

6 years ago

StatQuest with Josh Starmer
Support Vector Machines in Python from Start to Finish.

NOTE: You can support StatQuest by purchasing the Jupyter Notebook and Python code seen in this video here: ...

44:49
Support Vector Machines in Python from Start to Finish.

154,087 views

5 years ago

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AI For Beginners
All Machine Learning Models Clearly Explained!

ml #machinelearning #ai #artificialintelligence #datascience #regression #classification In this video, we explain every major ...

22:23
All Machine Learning Models Clearly Explained!

397,685 views

10 months 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

1,678,011 views

1 year ago

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

1,099,396 views

3 years ago

CodeEmporium
Support Vector Machines - THE MATH YOU  SHOULD KNOW

In this video, we are going to see exactly why SVMs are so versatile by getting into the math that powers it. If you like this video ...

11:21
Support Vector Machines - THE MATH YOU SHOULD KNOW

156,373 views

7 years ago

Steve Brunton
Principal Component Analysis (PCA)

Principal component analysis (PCA) is a workhorse algorithm in statistics, where dominant correlation patterns are extracted from ...

13:46
Principal Component Analysis (PCA)

468,430 views

5 years ago

Algorithmic Simplicity
MAMBA from Scratch: Neural Nets Better and Faster than Transformers

Mamba is a new neural network architecture that came out this year, and it performs better than transformers at language ...

31:51
MAMBA from Scratch: Neural Nets Better and Faster than Transformers

288,674 views

1 year ago

Visually Explained
Principal Component Analysis (PCA)

This video is gentle and motivated introduction to Principal Component Analysis (PCA). We use PCA to analyze the 2021 World ...

6:28
Principal Component Analysis (PCA)

373,093 views

4 years ago

Thales Sehn Körting
How SVM (Support Vector Machine) algorithm works

Follow my podcast: http://anchor.fm/tkorting In this video I explain how SVM (Support Vector Machine) algorithm works to classify a ...

7:33
How SVM (Support Vector Machine) algorithm works

702,047 views

11 years ago

Alexander Ihler
Support Vector Machines (1): Linear SVMs, primal form

Basics of support vector machines: definition of the margin; QP form; examples.

10:55
Support Vector Machines (1): Linear SVMs, primal form

128,502 views

10 years ago

Udacity
Support Vector Machine - Georgia Tech - Machine Learning

Check out the full Advanced Operating Systems course for free at: https://www.udacity.com/course/ud262 Georgia Tech online ...

10:03
Support Vector Machine - Georgia Tech - Machine Learning

230,601 views

10 years ago

Intuitive Machine Learning
Support Vector Machines: All you need to know!

MachineLearning #Deeplearning #SVM Support vector machine (SVM) is one of the best nonlinear supervised machine learning ...

14:58
Support Vector Machines: All you need to know!

227,037 views

5 years 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

1,373,819 views

7 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

1,376,431 views

7 years ago

StatQuest with Josh Starmer
StatQuest: PCA main ideas in only 5 minutes!!!

The main ideas behind PCA are actually super simple and that means it's easy to interpret a PCA plot: Samples that are correlated ...

6:05
StatQuest: PCA main ideas in only 5 minutes!!!

1,538,494 views

8 years ago

StatQuest with Josh Starmer
StatQuest: Linear Discriminant Analysis (LDA) clearly explained.

LDA is surprisingly simple and anyone can understand it. Here I avoid the complex linear algebra and use illustrations to show ...

15:12
StatQuest: Linear Discriminant Analysis (LDA) clearly explained.

876,227 views

9 years ago

StatQuest with Josh Starmer
Neural Networks Part 5: ArgMax and SoftMax

When your Neural Network has more than one output, then it is very common to train with SoftMax and, once trained, swap ...

14:03
Neural Networks Part 5: ArgMax and SoftMax

219,972 views

4 years ago

StatQuest with Josh Starmer
Machine Learning Fundamentals: Bias and Variance

Bias and Variance are two fundamental concepts for Machine Learning, and their intuition is just a little different from what you ...

6:36
Machine Learning Fundamentals: Bias and Variance

1,611,477 views

7 years ago

Habboub's Lab
Is StatQuest book overrated?

Is StatQuest book overrated?.. let's find out! 00:00 Intro 00:13 The Book! 00:37 The Content! 00:51The Surprise! 01:30 The Heart!

2:52
Is StatQuest book overrated?

3,334 views

2 years ago

StatQuest with Josh Starmer
StatQuest: Logistic Regression

Logistic regression is a traditional statistics technique that is also very popular as a machine learning tool. In this StatQuest, I go ...

8:48
StatQuest: Logistic Regression

2,615,289 views

7 years ago

StatQuest with Josh Starmer
Naive Bayes, Clearly Explained!!!

When most people want to learn about Naive Bayes, they want to learn about the Multinomial Naive Bayes Classifier - which ...

15:12
Naive Bayes, Clearly Explained!!!

1,314,818 views

5 years ago