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 # PyTorchTS
 
-PyTorchTS is a [PyTorch](https://github.com/pytorch/pytorch) Probabilistic Time Series forecasting framework which provides state of the art PyTorch time series models  and utilities [GluonTS](https://github.com/awslabs/gluon-ts) for loading, iterating, transforming and back-testing time series data sets.
+PyTorchTS is a [PyTorch](https://github.com/pytorch/pytorch) Probabilistic Time Series forecasting framework which provides state of the art PyTorch time series models  and utilities [GluonTS](https://github.com/awslabs/gluon-ts) for loading, transforming and back-testing time series data sets.
 
 ## Installation