Probabilistic Time Series Forecasting with 🤗 Transformers

probabilistic time series forecasting with transformers is where the actual engineering value is hiding. the problem isn't just predicting the next number; it's understanding the uncertainty. using transformers lets you model that uncertainty much better than standard ARIMA or simple LSTMs, which is exactly what we need when dealing with financial or operational data.

we're not just predicting a point; we're predicting a distribution. this requires solid statistical rigor, and the transformers framework gives us the architecture to handle those complex probabilistic outputs. if you're forecasting anything sensitive, ignoring the probabilistic layer is just reckless.