chronos forecasting

We have hosted the application chronos forecasting in order to run this application in our online workstations with Wine or directly.

Quick description about chronos forecasting:

Chronos is a family of pretrained time series forecasting models based on language model architectures. A time series is transformed into a sequence of tokens via scaling and quantization, and a language model is trained on these tokens using the cross-entropy loss. Once trained, probabilistic forecasts are obtained by sampling multiple future trajectories given the historical context. Chronos models have been trained on a large corpus of publicly available time series data, as well as synthetic data generated using Gaussian processes.

Features:

• The models in this repository are based on the T5 architecture
• Documentation available
• Zero-Shot Results
• The recommended way of using Chronos for production use cases is through AutoGluon
• Forecasting
• Examples available
• Pretraining, fine-tuning and evaluation

Programming Language: Python.
Categories: