{"id":361948,"date":"2024-05-21T01:24:20","date_gmt":"2024-05-21T01:24:20","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=361948"},"modified":"-0001-11-30T00:00:00","modified_gmt":"2024-05-21T01:24:20","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=361948","title":{"rendered":"<span>MLOps, \u0447\u0430\u0441\u0442\u044c III: \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Open Source<\/span>"},"content":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<figure class=\"full-width\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w780q1\/getpro\/habr\/upload_files\/9fe\/6b6\/fec\/9fe6b6fecd4411c2ae1a8cbbfd9b0341.jpg\" width=\"780\" height=\"440\" data-src=\"https:\/\/habrastorage.org\/getpro\/habr\/upload_files\/9fe\/6b6\/fec\/9fe6b6fecd4411c2ae1a8cbbfd9b0341.jpg\" data-blurred=\"true\"\/><\/figure>\n<p>\u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0442\u0430\u043a \u0438\u043b\u0438 \u0438\u043d\u0430\u0447\u0435 \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u0445 \u0441\u0430\u043c\u044b\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043e\u0432 \u0438 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 \u0434\u0435\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438. \u041e\u0434\u043d\u0430\u043a\u043e \u0434\u043b\u044f \u0432\u044b\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u043d\u0438\u044f \u0437\u0440\u0435\u043b\u043e\u0439 ML-\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u043c MLOps-\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435: \u0441 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0430\u0442\u044c, \u043d\u0430 \u043a\u0430\u043a\u0438\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043e\u0431\u0440\u0430\u0442\u0438\u0442\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u043a \u043a\u0430\u043a\u0438\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c\u0441\u044f \u0432\u043d\u0438\u043c\u0430\u0442\u0435\u043b\u044c\u043d\u0435\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u043f\u043e\u0434\u043e\u0439\u0434\u0443\u0442 \u043b\u0438\u0448\u044c \u0434\u043b\u044f \u0440\u0430\u0437\u043e\u0432\u044b\u0445 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432.\u00a0<\/p>\n<p>\u041a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c MLOps \u0434\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0437\u0430\u0434\u0430\u0447 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u043d\u0430\u0434\u0451\u0436\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u043a \u0441\u0440\u0435\u0434\u0438 \u0434\u0435\u0441\u044f\u0442\u043a\u043e\u0432 Open-Source-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0435, \u0447\u0442\u043e \u043c\u043e\u0433\u0443\u0442 \u0438\u043b\u0438 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u043a \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u044b\u0441\u043e\u043a\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u043d\u0430 \u0447\u0435\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c\u0441\u044f \u0432\u044b\u0431\u043e\u0440 \u043c\u0435\u0436\u0434\u0443 \u043e\u0431\u043b\u0430\u043a\u0430\u043c\u0438 \u0438 InHouse \u0434\u043b\u044f ML, \u2014 \u0432 \u0442\u0440\u0435\u0442\u044c\u0435\u043c \u0432\u044b\u043f\u0443\u0441\u043a\u0435 \u0441\u0435\u0440\u0438\u0438 MLOps \u043f\u043e\u0434\u043a\u0430\u0441\u0442\u0430 <a href=\"https:\/\/podcast.ru\/e\/0aTOw7dZ0zK\"><strong>\u00ab\u0414\u0435\u043d\u044c\u0433\u0438 \u043b\u044e\u0431\u044f\u0442 \u0442\u0435\u0445\u043d\u043e\u00bb<\/strong><\/a> \u043e\u0431\u0441\u0443\u0434\u0438\u043b\u0438 <strong>\u042e\u0440\u0438\u0439 \u041a\u0430\u0440\u0435\u0432<\/strong>, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0412\u0422\u0411, \u0438 <strong>\u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u041d\u0435\u0437\u043d\u0430\u043d\u043e\u0432<\/strong>, \u043a.\u0442.\u043d, \u0441\u0442\u0430\u0440\u0448\u0438\u0439 \u043d\u0430\u0443\u0447\u043d\u044b\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a \u043c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0439 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u041d\u0418\u0423 \u0412\u0428\u042d.<\/p>\n<p><strong>\u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b \u043a \u044d\u043f\u0438\u0437\u043e\u0434\u0443<\/strong>:<br \/>1. Interpretability and Reproducability<br \/>a. <a href=\"http:\/\/christophm.github.io\/interpretable-ml-book\/\">A Guide for Making Black Box Models Explainable by Christoph Molnar<\/a> <br \/>b. <a href=\"http:\/\/paperswithcode.com\">Papers with Code<\/a><br \/>c. <a href=\"http:\/\/neptune.ai\/blog\/how-to-solve-reproducibility-in-ml\">How to Solve Reproducibility in ML by Ejiro Onose<\/a><br \/>d. <a href=\"http:\/\/towardsdatascience.com\/a-quick-guide-to-designing-rigorous-machine-learning-experiments-21b19f067703\">A Quick Guide to Design Rigorous Machine Learning Experiments by Joris Guerin<\/a> <br \/>2. Interoperability<br \/>a. <a href=\"http:\/\/ml-ops.org\/content\/three-levels-of-ml-software\">Three Levels of ML Software<\/a> <br \/>b. <a href=\"http:\/\/github.com\/onnx\/onnx\">Open Neural Network Exchange (ONNX)<\/a><br \/>c. <a href=\"http:\/\/github.com\/combust\/mleap\">MLeap<\/a><br \/>d. <a href=\"http:\/\/keras.io\/keras_3\/\">Introducing Keras 3.0<\/a> <br \/>3. AI Landscape and open source<br \/>a. <a href=\"http:\/\/landscape.lfai.foundation\">LF AI &amp; Data Foundation Interactive Landscape<\/a><br \/>b. <a href=\"http:\/\/neptune.ai\/blog\/mlops-tools-platforms-landscape\">MLOps Landscape in 2023: Top Tools and Platforms by Stephen Oladele <\/a><br \/>c. <a href=\"http:\/\/book.premai.io\/state-of-open-source-ai\/\">State of Open Source AI Book &#8212; 2023 Edition<\/a> <br \/>4. Illustrative tools<br \/>a. <a href=\"http:\/\/mlflow.org\">mlflow &#8212; open source platform for the machine learning lifecycle<\/a> <br \/>b. <a href=\"http:\/\/clear.ml\">ClearML &#8212; Better AI At Any Scale, Faster<\/a><br \/>c. <a href=\"https:\/\/cml.dev\">CML &#8212; CI\/CD for Machine Learning Projects<\/a> <br \/>d. <a href=\"http:\/\/dvc.org\">DVC &#8212; (Not Just) Data Version Control<\/a><br \/>e. <a href=\"http:\/\/studio.azureml.net\">Microsoft Azure Machine Learning Studio (classic)<\/a> <br \/>f. <a href=\"http:\/\/cloud.google.com\/dataplex\">Google Dataplex <\/a><br \/>g. <a href=\"http:\/\/arrow.apache.org\/powered_by\/\">Project and Product Names Using \u201cApache Arrow\u201d<\/a><br \/>h. <a href=\"http:\/\/blog.jetbrains.com\/dataspell\/2023\/08\/polars-vs-pandas-what-s-the-difference\/\">Polars vs pandas: What\u2019s the Difference? By Jodie Burchell <\/a><br \/>5. Additional resources<br \/>a. <a href=\"http:\/\/neptune.ai\/blog\/ml-platform-guide\">Building a Machine Learning Platform [Definitive Guide] by Stephen Oladele<\/a><br \/>b. <a href=\"http:\/\/www.xenonstack.com\/blog\/mlops-security-layers\">Top 7 Layers of MLOps Security | Advanced Guide by Navdeep Singh Gill <\/a><br \/>c. <a href=\"http:\/\/pythonspeed.com\/datascience\/\">Speed up your data science and scientific computing code<\/a><\/p>\n<p>    <\/p>\n<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!----><!----><\/div>\n<p><!----><!----><br \/> \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 <a href=\"https:\/\/habr.com\/ru\/articles\/778270\/\"> https:\/\/habr.com\/ru\/articles\/778270\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<figure class=\"full-width\"><\/figure>\n<p>\u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0442\u0430\u043a \u0438\u043b\u0438 \u0438\u043d\u0430\u0447\u0435 \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u0445 \u0441\u0430\u043c\u044b\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043e\u0432 \u0438 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 \u0434\u0435\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438. \u041e\u0434\u043d\u0430\u043a\u043e \u0434\u043b\u044f \u0432\u044b\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u043d\u0438\u044f \u0437\u0440\u0435\u043b\u043e\u0439 ML-\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u043c MLOps-\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435: \u0441 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0430\u0442\u044c, \u043d\u0430 \u043a\u0430\u043a\u0438\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043e\u0431\u0440\u0430\u0442\u0438\u0442\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u043a \u043a\u0430\u043a\u0438\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c\u0441\u044f \u0432\u043d\u0438\u043c\u0430\u0442\u0435\u043b\u044c\u043d\u0435\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u043f\u043e\u0434\u043e\u0439\u0434\u0443\u0442 \u043b\u0438\u0448\u044c \u0434\u043b\u044f \u0440\u0430\u0437\u043e\u0432\u044b\u0445 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432.\u00a0<\/p>\n<p>\u041a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c MLOps \u0434\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0437\u0430\u0434\u0430\u0447 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u043d\u0430\u0434\u0451\u0436\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u043a \u0441\u0440\u0435\u0434\u0438 \u0434\u0435\u0441\u044f\u0442\u043a\u043e\u0432 Open-Source-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0435, \u0447\u0442\u043e \u043c\u043e\u0433\u0443\u0442 \u0438\u043b\u0438 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u043a \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u044b\u0441\u043e\u043a\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u043d\u0430 \u0447\u0435\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c\u0441\u044f \u0432\u044b\u0431\u043e\u0440 \u043c\u0435\u0436\u0434\u0443 \u043e\u0431\u043b\u0430\u043a\u0430\u043c\u0438 \u0438 InHouse \u0434\u043b\u044f ML, \u2014 \u0432 \u0442\u0440\u0435\u0442\u044c\u0435\u043c \u0432\u044b\u043f\u0443\u0441\u043a\u0435 \u0441\u0435\u0440\u0438\u0438 MLOps \u043f\u043e\u0434\u043a\u0430\u0441\u0442\u0430 <a href=\"https:\/\/podcast.ru\/e\/0aTOw7dZ0zK\"><strong>\u00ab\u0414\u0435\u043d\u044c\u0433\u0438 \u043b\u044e\u0431\u044f\u0442 \u0442\u0435\u0445\u043d\u043e\u00bb<\/strong><\/a> \u043e\u0431\u0441\u0443\u0434\u0438\u043b\u0438 <strong>\u042e\u0440\u0438\u0439 \u041a\u0430\u0440\u0435\u0432<\/strong>, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0412\u0422\u0411, \u0438 <strong>\u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u041d\u0435\u0437\u043d\u0430\u043d\u043e\u0432<\/strong>, \u043a.\u0442.\u043d, \u0441\u0442\u0430\u0440\u0448\u0438\u0439 \u043d\u0430\u0443\u0447\u043d\u044b\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a \u043c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0439 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u041d\u0418\u0423 \u0412\u0428\u042d.<\/p>\n<p><strong>\u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b \u043a \u044d\u043f\u0438\u0437\u043e\u0434\u0443<\/strong>:<br \/>1. Interpretability and Reproducability<br \/>a. <a href=\"http:\/\/christophm.github.io\/interpretable-ml-book\/\">A Guide for Making Black Box Models Explainable by Christoph Molnar<\/a> <br \/>b. <a href=\"http:\/\/paperswithcode.com\">Papers with Code<\/a><br \/>c. <a href=\"http:\/\/neptune.ai\/blog\/how-to-solve-reproducibility-in-ml\">How to Solve Reproducibility in ML by Ejiro Onose<\/a><br \/>d. <a href=\"http:\/\/towardsdatascience.com\/a-quick-guide-to-designing-rigorous-machine-learning-experiments-21b19f067703\">A Quick Guide to Design Rigorous Machine Learning Experiments by Joris Guerin<\/a> <br \/>2. Interoperability<br \/>a. <a href=\"http:\/\/ml-ops.org\/content\/three-levels-of-ml-software\">Three Levels of ML Software<\/a> <br \/>b. <a href=\"http:\/\/github.com\/onnx\/onnx\">Open Neural Network Exchange (ONNX)<\/a><br \/>c. <a href=\"http:\/\/github.com\/combust\/mleap\">MLeap<\/a><br \/>d. <a href=\"http:\/\/keras.io\/keras_3\/\">Introducing Keras 3.0<\/a> <br \/>3. AI Landscape and open source<br \/>a. <a href=\"http:\/\/landscape.lfai.foundation\">LF AI &amp; Data Foundation Interactive Landscape<\/a><br \/>b. <a href=\"http:\/\/neptune.ai\/blog\/mlops-tools-platforms-landscape\">MLOps Landscape in 2023: Top Tools and Platforms by Stephen Oladele <\/a><br \/>c. <a href=\"http:\/\/book.premai.io\/state-of-open-source-ai\/\">State of Open Source AI Book &#8212; 2023 Edition<\/a> <br \/>4. Illustrative tools<br \/>a. <a href=\"http:\/\/mlflow.org\">mlflow &#8212; open source platform for the machine learning lifecycle<\/a> <br \/>b. <a href=\"http:\/\/clear.ml\">ClearML &#8212; Better AI At Any Scale, Faster<\/a><br \/>c. <a href=\"https:\/\/cml.dev\">CML &#8212; CI\/CD for Machine Learning Projects<\/a> <br \/>d. <a href=\"http:\/\/dvc.org\">DVC &#8212; (Not Just) Data Version Control<\/a><br \/>e. <a href=\"http:\/\/studio.azureml.net\">Microsoft Azure Machine Learning Studio (classic)<\/a> <br \/>f. <a href=\"http:\/\/cloud.google.com\/dataplex\">Google Dataplex <\/a><br \/>g. <a href=\"http:\/\/arrow.apache.org\/powered_by\/\">Project and Product Names Using \u201cApache Arrow\u201d<\/a><br \/>h. <a href=\"http:\/\/blog.jetbrains.com\/dataspell\/2023\/08\/polars-vs-pandas-what-s-the-difference\/\">Polars vs pandas: What\u2019s the Difference? By Jodie Burchell <\/a><br \/>5. Additional resources<br \/>a. <a href=\"http:\/\/neptune.ai\/blog\/ml-platform-guide\">Building a Machine Learning Platform [Definitive Guide] by Stephen Oladele<\/a><br \/>b. <a href=\"http:\/\/www.xenonstack.com\/blog\/mlops-security-layers\">Top 7 Layers of MLOps Security | Advanced Guide by Navdeep Singh Gill <\/a><br \/>c. <a href=\"http:\/\/pythonspeed.com\/datascience\/\">Speed up your data science and scientific computing code<\/a><\/p>\n<p>    <\/p>\n<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!----><!----><\/div>\n<p><!----><!----><br \/> \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 <a href=\"https:\/\/habr.com\/ru\/articles\/778270\/\"> https:\/\/habr.com\/ru\/articles\/778270\/<\/a><br \/><\/br><\/br><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-361948","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/361948","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=361948"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/361948\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=361948"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=361948"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=361948"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}