Kilian

A step-by-step guide to regularly running Jupyter Notebooks using AWS servicesPhoto by Towfiqu barbhuiya on UnsplashYour manager asks, “Can you rerun this analysis for me next week?”. No worries: you set a reminder to rerun it manually.The following week comes, and you rerun the analysis. This time your manager says, “This is great. Can you send it to me weekly?” That’s annoying. You don’t like the idea of opening your Jupyter Notebook, running it, and saving the results to S3 weekly. It’s time-consuming, and you’ve got…

How to forecast with scikit-learn and XGBoost models with sktimePhoto by Markus Winkler on UnsplashStop using scikit-learn for forecasting. Just because you can use your existing regression pipeline doesn’t mean you should. Alternatively, aren’t you bored of forecasting using the same old techniques, such as exponential smoothing and ARIMA? Wouldn’t it be more fun to use a more advanced algorithm such as a gradient boosted tree?Using sktime, you can do this (and more). Sktime is a library that lets you safely use any…