awesome-production-machine-learning
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EthicalML
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
Thanks for curating a list of useful libraries that help people deploy machine learning projects! Would it be okay to add the `Haven-Ai` library to the list? https://github.com/haven-ai/haven-ai It's a...
Do we want to add a section for standards w.r.t. the development of ML models? One standard is e.g. [DIN SPEC 92001-1](https://www.beuth.de/de/technische-regel/din-spec-92001-1/303650673).
Not necessarily for big data projects, but for Adhoc machine learning ETL-ing and especially for its ease-of-use it should find its place in your list: https://www.bonobo-project.org/ http://docs.bonobo-project.org/en/master/ https://github.com/python-bonobo/bonobo
Thanks for creating an amazing list that help people setup a productive workflow. Would it be possible to add Haven (https://github.com/ElementAI/haven) to the list? The goal of Haven is to...
HUAWEI recently open sourced [MindSpore](https://e.huawei.com/en/products/cloud-computing-dc/atlas/mindspore) ([github - mindspore-ai/mindspore](https://github.com/mindspore-ai/mindspore)). I'd consider it an open source end-to-end platform. Into which section should it be put?
Massive thanks for all the additions @fkromer ! Really great finds! Only thing before we can merge teh PRs, would be to add a short rescription to all the libraries...
In a training pipelines, we sometimes get tripped by how to best handle and pass around the 5gazillion hyperparameters of data preparation and training. There are some libraries that focus...
I was wondering if it could be useful to open a section on production (serving, ml specific monitoring of the model and the data distributions)?
