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

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

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

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

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

Ridge Regression is a neat little way to ensure you don't overfit your training data - essentially, you are desensitizing your model ...

Gradient Descent is the workhorse behind most of Machine Learning. When you fit a machine learning method to a training ...

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

... Comment #1 - What is your favorite machine learning algorithm 4:40 Comment #2 - What is data leakage in machine learning?

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

In this StatQuest we talk about Sensitivity and Specificity - to key concepts for evaluating Machine Learning methods. These make ...

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

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

Backpropagation is the method we use to optimize parameters in a Neural Network. The ideas behind backpropagation are quite ...

Lasso Regression is super similar to Ridge Regression, but there is one big, huge difference between the two. In this video, I start ...

K-means clustering is used in all kinds of situations and it's crazy simple. The R code is on the StatQuest GitHub: ...

Machine learning and Data Mining sure sound like complicated things, but that isn't always the case. Here we talk about the ...

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

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

Because every StatQuest starts with a Silly Song, so does my book! For a complete index of all the StatQuest videos, check out: ...