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Expected Shortfall in Python

[Post is also available at quaintitative.com]

Google VAR and you will find lots of criticisms on VAR as a measure of market risk. And you will inevitably see Expected Shortfall (ES) being put forward as an alternative.


Measuring Market Risk in Python

[Post is also available at quaintitative.com]

VAR is a common term that one would usually come across in finance when it comes to the measurement of market risks.


Don’t overfit! Why we need to select factors for data science.

We went through multi-variate regression previously here.

In deciding on what features to include in a regression (and for any model in data science), it is definitely not a good thing to throw…


Introduction to Multi-Variate Regression in Python

We went through linear regression at the notebook here; and polynomial regression here.

Now let’s up our game. Not everything is dependent on just one factor. We often want to check how a variable could be related to…


Primer on Polynomial Regression in Python

We went through linear regression at the notebook here previously.

Many relationships are obviously not linear, so we need something else for nonlinear relationships.