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StatQuest with Josh Starmer

1.56M subscribers

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

1,611,959 views

7 years ago

StatQuest with Josh Starmer
A Gentle Introduction to Machine Learning

Machine Learning is one of those things that is chock full of hype and confusion terminology. In this StatQuest, we cut through all ...

12:45
A Gentle Introduction to Machine Learning

1,433,826 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

1,376,862 views

7 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

1,374,112 views

7 years ago

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!!!

1,670,929 views

6 years ago

StatQuest with Josh Starmer
Linear Regression, Clearly Explained!!!

The concepts behind linear regression, fitting a line to data with least squares and R-squared, are pretty darn simple, so let's get ...

27:27
Linear Regression, Clearly Explained!!!

538,451 views

3 years ago

StatQuest with Josh Starmer
The Essential Main Ideas of Neural Networks

Neural Networks are one of the most popular Machine Learning algorithms, but they are also one of the most poorly understood.

18:54
The Essential Main Ideas of Neural Networks

1,270,655 views

5 years ago

StatQuest with Josh Starmer
Machine Learning Fundamentals: The Confusion Matrix

One of the fundamental concepts in machine learning is the Confusion Matrix. Combined with Cross Validation, it's how we decide ...

7:13
Machine Learning Fundamentals: The Confusion Matrix

886,365 views

7 years ago

StatQuest with Josh Starmer
Decision and Classification Trees, Clearly Explained!!!

Decision trees are part of the foundation for Machine Learning. Although they are quite simple, they are very flexible and pop up in ...

18:08
Decision and Classification Trees, Clearly Explained!!!

1,120,534 views

4 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!!!

1,538,845 views

8 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

2,615,923 views

7 years ago