named nimphs and moved them to own page
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title: "nimphs"
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weight: 20
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# nimphs
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---
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the [nimphs](#) are a family of families of ml algorithms written in [nim](https://nim-lang.org), a low level systems language, with syntax similar to [python](https://python.org).
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all of them use the [arraymancer](https://mratsim.github.io/Arraymancer/index.html) library, and all of them are in extreme pre-alpha, except for melite
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## nyrids
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[nyrids](#) are nlp models:
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- [melite](#) is an implementation of a bigram model trained on public domain texts.
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- [nimertes](#) is about translating the [transformer](https://arxiv.org/abs/1706.03762) architecture to [nim](https://nim-lang.org).
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## oreads
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[oreads](#) are reinforcement learning models and architectures. rather than being split like the [nyrids](#nyrids), they instead are an implementation library, akin to [stablebaselines](https://stable-baselines.readthedocs.io/en/master/) or [cleanrl](https://docs.cleanrl.dev/).
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