diff --git a/CHANGELOG.md b/CHANGELOG.md
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+++ b/CHANGELOG.md
@@ -88,6 +88,8 @@ but cannot always guarantee backwards compatibility. Changes that may **break co
   - Renamed the private `_is_probabilistic` property to a public `supports_probabilistic_prediction`.
 - Improvements to `DataTransformer`: [#2267](https://github.com/unit8co/darts/pull/2267) by [Alicja Krzeminska-Sciga](https://github.com/alicjakrzeminska).
   - `InvertibleDataTransformer` now supports parallelized inverse transformation for `series` being a list of lists of `TimeSeries` (`Sequence[Sequence[TimeSeries]]`). This `series` type represents for example the output from `historical_forecasts()` when using multiple series.
+- Improvements to `TorchForecastingModel`: [#2295](https://github.com/unit8co/darts/pull/2295) by [Bohdan Bilonoh](https://github.com/BohdanBilonoh).
+  - Added `pin_memory`, `prefetch_factor` and `persistent_workers` parameters to `fit()` and `predict()` methods of PyTorch-based models,
 
 **Fixed**
 - Fixed a bug in `quantile_loss`, where the loss was computed on all samples rather than only on the predicted quantiles. [#2284](https://github.com/unit8co/darts/pull/2284) by [Dennis Bader](https://github.com/dennisbader).