# Deep Learning

**URL:** https://melissa.discourse.group/c/deep-learning/5.md

[Latest](https://melissa.discourse.group/latest.md) · [Categories](https://melissa.discourse.group/categories.md) · [Tags](https://melissa.discourse.group/tags.md)

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## [About the Deep Learning category](https://melissa.discourse.group/t/about-the-deep-learning-category/20)

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**Author:** [@mschoule](https://melissa.discourse.group/u/mschoule)\
**Replies:** 0\
**Last updated:** [May 4, 2023, 12:50pm UTC](https://melissa.discourse.group/t/about-the-deep-learning-category/20 "2023-05-04T12:50:20Z")

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Category to discuss the deep learning component of Melissa. Please create a new topic to request new features or to ask any question regarding this part of Melissa.

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## [Policy-based Buffering](https://melissa.discourse.group/t/policy-based-buffering/61)

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**Author:** [@AbhishekP](https://melissa.discourse.group/u/AbhishekP)\
**Replies:** 0\
**Last updated:** [April 7, 2026, 3:54pm UTC](https://melissa.discourse.group/t/policy-based-buffering/61 "2026-04-07T15:54:53Z")

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The buffering hierarchy has been changed from using MixIn class to more robust policy based approach. This allows for more customization and have the ability to add different buffer easily based on user’s needs. More de…

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## [New Simulation-paired Reservoir pre-released!](https://melissa.discourse.group/t/new-simulation-paired-reservoir-pre-released/56)

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**Author:** [@AbhishekP](https://melissa.discourse.group/u/AbhishekP)\
**Replies:** 0\
**Last updated:** [October 21, 2025, 12:15pm UTC](https://melissa.discourse.group/t/new-simulation-paired-reservoir-pre-released/56 "2025-10-21T12:15:18Z")

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Main Updates These updates are related to the new reservoir implementation that accommodates the foundational model training such as: ScOT: An All-to-All Architecture with no conditioning other than input time PDE-Tran…

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## [DL Interface improved](https://melissa.discourse.group/t/dl-interface-improved/47)

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**Author:** [@AbhishekP](https://melissa.discourse.group/u/AbhishekP)\
**Replies:** 0\
**Last updated:** [March 10, 2025, 10:02pm UTC](https://melissa.discourse.group/t/dl-interface-improved/47 "2025-03-10T22:02:37Z")

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DL interface for training has been improved and resembles more pytorch-lightning-ish API. Thus, improving readability and eas-of-use for users Check below links for more details: How to build a server Melissa Ser…