Checking out https://github.com/Nixtla/statsforecast. I noticed a couple of the colab links don’t work. Like this one: “Complete pipeline and comparison: 20x faster than pmdarima and 500x faster than Prophet.”

Hi! Recently we made some significant changes to include fit and predict methods and have a syntax that resembles more sklearn. We are working on updating everything. The notebook you are looking for can be found here. https://github.com/Nixtla/statsforecast/blob/42a052ef72eb8ba75746afcaded0e47bef930f66/examples/AutoArima_vs_Prophet.ipynb Or you can open it in colab here https://colab.research.google.com/github/nixtla/statsforecast/blob/42a052ef72eb8ba75746afcaded0e47bef930f66/examples/AutoArima_vs_Prophet.ipynb

Awesome, thank you!

Just change this lines

#!pip install statsforecast prophet statsmodels sklearn matplotlib pandas==1.3.5 pmdarima

to this one

!pip install statsforecast=0.7.1 prophet statsmodels sklearn matplotlib pandas==1.3.5 pmdarima