Overfitting in ML: Bias-Variance Decomposition

In machine learning, we often stumble over the word "overfitting". But what does that mean intuitively and what does that actually mean mathematically?!
In this video, we will talk about both of these questions by looking at the bias-variance-decomposition and practical examples.
Enjoy!