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[informit][Milecia McGregor] Learn MLOps for Machine Learning [ENG, 2023]


Learn MLOps for Machine Learning


[Stepic] MLOps. Начало

https://stepik.org/course/181476/promo


На youtube:

https://www.youtube.com/watch?v=skTh3tGksIQ&list=PLmA-1xX7IuzAixCe10sFhyTcyunSc5Zdi


[Books] Нужно полистать

[Raman Jhajj] Mastering MLOps Architecture: From Code to Deployment: Manage the production cycle of continual learning ML models with MLOps

ISBN: 978-9355519498

[Andrew P. McMahon] Machine Learning Engineering with Python

ISBN: 9781837631964

[Yaron Haviv, Noah Gift] Implementing MLOps in the Enterprise

ISBN: 9781098136581


[YouTube] [Girafe AI] MLOPS [RUS, 2023]

https://www.youtube.com/watch?v=5vRqfcvaLM4&list=PLJR10EXrBaAuJzCa9HKmLRdUpgajnh1g7

Слайды и материалы:
https://github.com/girafe-ai/mlops

https://github.com/v-goncharenko/data-science-template

Видео пришлось качать с помощью:
https://savevideo.click/


poetry:
https://python-poetry.org/docs/


Hydra это фреймворк для управления файлами конфигурации, заточенный под ML-проекты.

Исходники: https://github.com/facebookresearch/hydra
Документация: https://hydra.cc/docs/intro/


ClearML
https://clear.ml/pricing


Курс | MLOps

https://www.youtube.com/playlist?list=PLfnFOImnyWRWHGQpLKTSNCZ-FW9DZiNgx


[YouTube] Airflow Tutorial for Beginners - Full Course in 2 Hours [ENG, 2022]

https://www.youtube.com/watch?v=K9AnJ9_ZAXE


[YouTube] Best MLOps Practices for Building End-to-End Machine Learning Computer Vision Projects with Alex Kim [ENG, 2023]

https://www.youtube.com/watch?v=E26IaD7bNXg

(Надо найти время, чтобы посмотреть)


[YouTube] Ashutosh Tripathi [ENG, 2023]

mlflow

kubeflow

dvc

feature store

(Надо найти время, чтобы посмотреть)