diff --git a/README.md b/README.md
index 326f190..622563a 100644
--- a/README.md
+++ b/README.md
@@ -1065,6 +1065,8 @@ be
 * [Cornac](https://github.com/PreferredAI/cornac) - A comparative framework for multimodal recommender systems with a focus on models leveraging auxiliary data.
 * [JAX](https://github.com/google/jax) - JAX is Autograd and XLA, brought together for high-performance machine learning research.
 * [fast.ai](https://github.com/fastai/fastaihttps://github.com/fastai/fastai) - A library simplifies training fast and accurate neural nets using modern best practices and already supports  vision, text, tabular, and collab (collaborative filtering) models "out of the box"
+* [Catalyst](https://github.com/catalyst-team/catalyst) - High-level utils for PyTorch DL & RL research. It was developed with a focus on reproducibility, fast experimentation and code/ideas reusing. Being able to research/develop something new, rather than write another regular train loop.
+
 <a name="python-data-analysis"></a>
 #### Data Analysis / Data Visualization