Probabilistic Time Series Forecasting with ๐Ÿค— Transformers

๐Ÿ“ฐ Hugging Face Blog

Use Transformers for probabilistic time series forecasting with Hugging Face's library

intermediate Published 1 Dec 2022
Action Steps
  1. Set up environment with required libraries
  2. Load and preprocess time series dataset
  3. Define and train a Time Series Transformer model
  4. Evaluate model performance using metrics such as mean absolute error and mean squared error
Who Needs to Know This

Data scientists and machine learning engineers can benefit from this approach to improve forecasting accuracy and uncertainty estimation in time series data

Key Insight

๐Ÿ’ก Transformers can be used for probabilistic time series forecasting, allowing for uncertainty estimation and improved accuracy

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