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Principal Component Analysis, is one of the most useful data analysis and machine learning methods out there. It can be used to ...

NOTE: This video was originally made as a follow up to an overview of Maximum Likelihood https://youtu.be/XepXtl9YKwc .

Bootstrapping is one of the simplest, yet most powerful methods in all of statistics. It provides us an easy way to get a sense of ...

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

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

This StatQuest is all about interpreting p-values. You've seen them online or in publications, or heard about them, whispered in ...

XGBoost is an extreme machine learning algorithm, and that means it's got lots of parts. In this video, we focus on the unique ...

PyTorch is one of the most popular tools for making Neural Networks. This StatQuest walks you through a simple example of how ...

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

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

Transformer Neural Networks are the heart of pretty much everything exciting in AI right now. ChatGPT, Google Translate and ...

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