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+---
+title: "nimphs"
+weight: 20
+---
+
+# nimphs
+---
+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). 
+
+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
+
+## nyrids
+[nyrids](#) are nlp models: 
+- [melite](#) is an implementation of a bigram model trained on public domain texts.
+- [nimertes](#) is about translating the [transformer](https://arxiv.org/abs/1706.03762) architecture to [nim](https://nim-lang.org).
+
+## oreads
+[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/).