AutoML, Hyper Param, Otus, peter-and-wolf

AutoML, Hyper Param

https://vk.ru/video-145052891_456247372

https://habr.com/ru/companies/ods/articles/828458/

otus_mlops_automl/notebooks at main · peter-and-wolf/otus_mlops_automl · GitHub

otus_mlops_automl/notebooks at main · peter-and-wolf/otus_mlops_automl · GitHub

Shapely

The Shapely User Manual

https://shapely.readthedocs.io/en/2.0.3/manual.html

https://developers.google.com/ads-data-hub/marketers/guides/shapley?hl=ru#:~:text=%D0%9C%D0%B5%D1%82%D0%BE%D0%B4%20%D1%86%D0%B5%D0%BD%D0%BD%D0%BE%D1%81%D1%82%D0%B8%20%D0%A8%D0%B5%D0%BF%D0%BB%D0%B8%20%E2%80%93%20%D1%8D%D1%82%D0%BE%20%D0%B0%D0%BB%D0%B3%D0%BE%D1%80%D0%B8%D1%82%D0%BC,%D0%B2%D0%BB%D0%B8%D1%8F%D0%BD%D0%B8%D1%8F%20%D0%BE%D0%BF%D1%80%D0%B5%D0%B4%D0%B5%D0%BB%D0%B5%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE%20%D0%BA%D0%B0%D0%BD%D0%B0%D0%BB%D0%B0%20%D0%BD%D0%B0%20%D0%BA%D0%BE%D0%BD%D0%B2%D0%B5%D1%80%D1%81%D0%B8%D1%8E.

https://autogis-site.readthedocs.io/en/2019/notebooks/L1/geometric-objects.html

https://shapely.readthedocs.io/en/2.0.3/manual.html

H2o, Data

H2o, Data

Data In H2O — H2O documentation

LAMA, LightAutoML, Tools

LAMA, LightAutoML

https://ods.ai/projects/lama

https://developers.sber.ru/portal/products/lightautoml

https://github.com/sb-ai-lab/LightAutoML

https://github.com/sberbank-ai-lab/LightAutoML

https://www.lama.ai/

https://lightautoml.readthedocs.io/en/latest/

https://analyticsindiamag.com/ai-mysteries/hands-on-python-guide-to-lama-an-automatic-ml-model-creation-framework/

https://sberbank-ai-lab.github.io/LightAutoML/

https://www.itiv.kit.edu/english/60_LAMA_en.php

AutoKeras, Tools

AutoKeras

https://autokeras.com/

https://datafinder.ru/products/uchebnik-autokeras-s-python

https://robocraft.ru/machinelearning/3933

https://github.com/keras-team/autokeras/releases

https://ru.stackoverflow.com/questions/1506940/%D0%9B%D1%83%D1%87%D1%88%D0%B0%D1%8F-%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D1%8C-%D0%B2-autokeras

https://colab.research.google.com/github/phossen/autokeras/blob/master/AutoKeras.ipynb

https://www.youtube.com/watch?v=Tm5ywTVho3U

https://keras.io/getting_started/ecosystem/

https://machinelearningmastery.com/autokeras-for-classification-and-regression/

https://www.e2enetworks.com/blog/step-by-step-guide-to-learning-autokeras-for-deep-learning

https://www.jmlr.org/papers/volume24/20-1355/20-1355.pdf

https://cran.r-project.org/web/packages/autokeras/index.html

https://pypi.org/project/autokeras/0.0.1/

Tools, Cat Boost

Tools, Cat Boost

https://catboost.ai/

https://yandex.ru/dev/catboost/

https://github.com/catboost/catboost

https://habr.com/ru/companies/otus/articles/527554/

https://habr.com/ru/companies/otus/articles/778714/

https://blog.skillfactory.ru/catboost-algoritm-gradientnogo-bustinga-v-python/

https://practicum.yandex.ru/blog/algoritm-gradientnogo-bustinga-catboost/

https://neerc.ifmo.ru/wiki/index.php?title=CatBoost

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

https://ru.wikipedia.org/wiki/CatBoost

https://www.datacamp.com/tutorial/catboost

https://github.com/catboost/tutorials

https://en.wikipedia.org/wiki/CatBoost

Tools, Books

Tools

DVC, MLTools

DVC

https://dvc.org/

https://habr.com/ru/companies/raiffeisenbank/articles/461803/

https://habr.com/ru/articles/776014/

https://mlops-guide.github.io/Versionamento/

FinGPT-Forecaster, MLTools

FinGPT-Forecaster

https://huggingface.co/FinGPT

https://ai4finance-foundation.github.io/FinNLP/

https://huggingface.co/spaces/FinGPT/FinGPT-Forecaster

https://github.com/AI4Finance-Foundation/FinGPT

crontab guru, cronitor, MLTools

https://crontab.guru/

https://crontab.guru/every-5-minutes

https://github.com/yinheli/crontab.guru/blob/master/docs/every-8-hours