# Enhancing RNNs with an Attention layer

**URL:** <https://forum.knime.com/t/enhancing-rnns-with-an-attention-layer/83829>\
**Category:** Knowledge sharing\
**Created:** [October 14, 2024, 8:33am UTC](https://forum.knime.com/t/enhancing-rnns-with-an-attention-layer/83829 "2024-10-14T08:33:58Z")\
**Posts on this page:** 2\
**Page:** 1

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**Author:** ![roberto\_cadili](https://forum-cdn.knime.com/user_avatar/forum.knime.com/roberto_cadili/32/62735_2.png) [@roberto\_cadili](https://forum.knime.com/u/roberto_cadili)\
**Post date:** [October 14, 2024, 8:33am UTC](https://forum.knime.com/t/enhancing-rnns-with-an-attention-layer/83829/1 "2024-10-14T08:33:59Z")

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[#RNNs](https://x.com/hashtag/RNNs?src=hashtag_click)-[#LSTMs](https://x.com/hashtag/LSTMs?src=hashtag_click) have long been used to process sequential data, but modern analytics favor [#Transformers](https://x.com/hashtag/Transformers?src=hashtag_click) with [#attention](https://x.com/hashtag/attention?src=hashtag_click) mechanisms. @Stef explores enhancing [#RNNs](https://x.com/hashtag/RNNs?src=hashtag_click) with an [#attention](https://x.com/hashtag/attention?src=hashtag_click) layer using [#KNIME](https://x.com/hashtag/KNIME?src=hashtag_click), [#Python](https://x.com/hashtag/Python?src=hashtag_click), and the dedicated [#Keras](https://x.com/hashtag/Keras?src=hashtag_click) and [#TensorFlow](https://x.com/hashtag/TensorFlow?src=hashtag_click) extensions. Enjoy the data story!

> **[Experiments with Attention in KNIME: Enhancing Recurrent Neural Networks (RNNs)](https://medium.com/low-code-for-advanced-data-science/experiments-with-attention-in-knime-enhancing-recurrent-neural-networks-rnns-42580f913ee2)**
>
> Leveraging KNIME’s visual programming capabilities to accelerate the prototyping process for research and education

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**Author:** ![system](https://forum-cdn.knime.com/uploads/default/original/1X/ab3ccf34482a0329361734a18199390177204f15.png) [@system](https://forum.knime.com/u/system)\
**Post date:** [January 12, 2025, 8:34am UTC](https://forum.knime.com/t/enhancing-rnns-with-an-attention-layer/83829/2 "2025-01-12T08:34:31Z")

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