In my previous article, we explored the basics of time series forecasting with sktime, looking at how to leverage this powerful library for straightforward forecasting tasks. Now, it’s time to take our journey further and dive into the advanced techniques that can help you optimize your forecasts and improve their accuracy. In this follow-up, we’ll explore how to build more sophisticated models, tune hyperparameters, and even do model architecture search with sktime.