{"id":392335,"date":"2024-06-29T10:21:32","date_gmt":"2024-06-29T10:21:32","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=392335"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=392335","title":{"rendered":"<span>DataScience Digest \u2014 31.08.21<\/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\/w1560\/getpro\/habr\/upload_files\/60b\/5b9\/f65\/60b5b9f653ca8783b1825e69c308be19.png\" width=\"1024\" height=\"512\" data-src=\"https:\/\/habrastorage.org\/getpro\/habr\/upload_files\/60b\/5b9\/f65\/60b5b9f653ca8783b1825e69c308be19.png\"\/><figcaption><\/figcaption><\/figure>\n<p>\u041f\u0440\u0438\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e \u0432\u0441\u0435\u0445!<\/p>\n<p>\u0412\u0441\u0442\u0440\u0435\u0447\u0430\u0439\u0442\u0435 \u0441\u0432\u0435\u0436\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a\u00a0\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430\u00a0\u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0438\u0437 \u043c\u0438\u0440\u0430 Data Science &amp; Machine Learning \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\u00a0<a href=\"https:\/\/dataphoenix.info\/\" rel=\"noopener noreferrer nofollow\">Data Phoenix<\/a>\u00a0\u0438 \u043d\u0435 \u0437\u0430\u0431\u044b\u0432\u0430\u0439\u0442\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043d\u0430\u0448\u00a0<a href=\"https:\/\/t.me\/DataPhoenix\" rel=\"noopener noreferrer nofollow\"><u>Telegram-\u043a\u0430\u043d\u0430\u043b<\/u><\/a>.<\/p>\n<p>\u0422\u0430\u043a\u0436\u0435 \u0445\u043e\u0447\u0443 \u043f\u0440\u0438\u0433\u043b\u0430\u0441\u0438\u0442\u044c \u0432\u0441\u0435\u0445 \u043d\u0430 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c\u0441\u043a\u0438\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043c \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u0441\u0435\u0440\u0438\u0438 &#171;<a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\">The A-Z of Data<\/a>&#171;:<\/p>\n<ul>\n<li>\n<p>8 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-deploying-deep-learning-models-with-kubernetes-and-kubeflow\/\" rel=\"noopener noreferrer nofollow\"><u>Deploying deep learning models with Kubernetes and Kubeflow<\/u><\/a><\/p>\n<\/li>\n<li>\n<p>16 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-re-usable-pipelines-for-ml-projects\/\" rel=\"noopener noreferrer nofollow\"><u>Re-usable pipelines for ML projects with DVC<\/u><\/a><\/p>\n<\/li>\n<li>\n<p>22 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-the-a-z-of-data-from-research-to-product-with-hydrosphere\/\" rel=\"noopener noreferrer nofollow\"><u>From research to product with Hydrosphere<\/u><\/a><\/p>\n<\/li>\n<\/ul>\n<p>\u0411\u0443\u0434\u0443 \u0440\u0430\u0434 \u0432\u0438\u0434\u0435\u0442\u044c \u0432\u0441\u0435\u0445 \u043d\u0430 \u043d\u0430\u0448\u0438\u0445 \u0442\u0440\u0430\u043d\u0441\u043b\u044f\u0446\u0438\u044f\u0445, \u043f\u0440\u0438\u0441\u043e\u0435\u0434\u0438\u043d\u044f\u0439\u0442\u0435\u0441\u044c!<\/p>\n<h3>\u0421\u0442\u0430\u0442\u044c\u0438<\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/eng.uber.com\/hadoop-container-blog\/\" rel=\"noopener noreferrer nofollow\"><strong>Containerizing Apache Hadoop Infrastructure at Uber<\/strong><\/a> &#8212; \u043a\u043e\u043d\u0442\u0430\u0439\u043d\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b Apache Hadoop \u0432 Uber.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/blog.einstein.ai\/learning-from-evolution\/\" rel=\"noopener noreferrer nofollow\"><strong>Learning from Evolution: Using AI Language Models to Design Functional Artificial Proteins<\/strong><\/a> &#8212; \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0418 \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0431\u0435\u043b\u043a\u043e\u0432.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/geometric-foundations-of-deep-learning-94cdd45b451d\" rel=\"noopener noreferrer nofollow\"><strong>Geometric Foundations of Deep Learning<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u044b \u0433\u0435\u043e\u043c\u0435\u0442\u0440\u0438\u0438 \u0434\u043b\u044f \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.kdnuggets.com\/2021\/07\/github-copilot-open-source-alternatives-code-generation.html\" rel=\"noopener noreferrer nofollow\"><strong>GitHub Copilot Open Source Alternatives<\/strong><\/a> &#8212; \u043e\u0431\u0437\u043e\u0440 4 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432 GitHub Copilot.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/all-probability-distributions-explained-in-six-minutes-fe57b1d49600\" rel=\"noopener noreferrer nofollow\"><strong>All Probability Distributions Explained in Six Minutes<\/strong><\/a><strong> &#8212; <\/strong>\u043e \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u0435\u0439 \u0437\u0430 6 \u043c\u0438\u043d\u0443\u0442.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/medium.com\/code-sprout\/make-money-using-nft-ai-gan-image-generation-ea43989a08f6\" rel=\"noopener noreferrer nofollow\"><strong>Make Money Using NFT + AI | GAN Image Generation<\/strong><\/a><strong> <\/strong>&#8212; \u043a\u0430\u043a \u0437\u0430\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u043d\u0430 NFT \u0438 AI.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/medium.com\/airbnb-engineering\/using-sentiment-score-to-assess-customer-service-quality-43434dbe199b\" rel=\"noopener noreferrer nofollow\"><strong>Using Sentiment Score to Assess Customer Service Quality<\/strong><\/a><strong> <\/strong>&#8212; \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 NPS \u0432 Airbnb \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/feature-store-data-platform-for-machine-learning-455122c48229\" rel=\"noopener noreferrer nofollow\"><strong>Feature Store: Data Platform for Machine Learning<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u044b Feature Store \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/medium.com\/dataseries\/gpu-powered-data-science-not-deep-learning-with-rapids-29f9ed8d51f3\" rel=\"noopener noreferrer nofollow\"><strong>GPU-Powered Data Science (NOT Deep Learning) with RAPIDS<\/strong><\/a> &#8212; \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f GPU \u043d\u0435 \u0434\u043b\u044f \u0433\u043b\u0443\u0431\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/mlops-practices-for-data-scientists-dbb01be45dd8\" rel=\"noopener noreferrer nofollow\"><strong>MLOps Best Practices for Data Scientists<\/strong><\/a><strong> <\/strong>&#8212; \u043b\u0443\u0447\u0448\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0438 \u043c\u0435\u0442\u043e\u0434\u044b MLOps \u0434\u043b\u044f Data Science.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/aws.amazon.com\/ru\/blogs\/machine-learning\/create-amazon-sagemaker-projects-using-third-party-source-control-and-jenkins\/\" rel=\"noopener noreferrer nofollow\"><strong>Create Amazon SageMaker Projects Using Third-Party Source Control and Jenkins<\/strong><\/a> &#8212; \u043f\u0440\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044e SageMaker \u0438 Jenkins \u0434\u043b\u044f \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/6-trends-data-and-artificial-intelligence-2021-and-beyond\" rel=\"noopener noreferrer nofollow\"><strong>6 Trends in Data and Artificial Intelligence for 2021 and Beyond<\/strong><\/a> &#8212; \u0448\u0435\u0441\u0442\u044c \u0442\u0440\u0435\u043d\u0434\u043e\u0432 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0418\u0418 \u043d\u0430 2021 \u0433\u043e\u0434.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/aws.amazon.com\/ru\/blogs\/machine-learning\/optimize-personalized-recommendations-for-a-business-metric-of-your-choice-with-amazon-personalize\/\" rel=\"noopener noreferrer nofollow\"><strong>Optimize Personalized Recommendations for a Business Metric of Your Choice with Amazon Personalize<\/strong><\/a> &#8212; \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439 \u0432 Amazon Personalize.<\/p>\n<\/li>\n<\/ul>\n<h3>\u041d\u0430\u0443\u0447\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438<\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.01912\" rel=\"noopener noreferrer nofollow\"><strong>Internal Video Inpainting by Implicit Long-range Propagation<\/strong><\/a><strong> <\/strong>&#8212; \u043d\u043e\u0432\u044b\u0439 \u043c\u0435\u0442\u043e\u0434 \u0440\u0435\u0442\u0443\u0448\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0432 \u0432\u0438\u0434\u0435\u043e. <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.01073\" rel=\"noopener noreferrer nofollow\"><strong>SDEdit: Image Synthesis and Editing with Stochastic Differential Equations<\/strong><\/a><strong> &#8212; <\/strong>\u043d\u043e\u0432\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.00587\" rel=\"noopener noreferrer nofollow\"><strong>Semi-Supervising Learning, Transfer Learning, and Knowledge Distillation with SimCLR<\/strong><\/a> &#8212; \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0432\u0438\u0434\u044b \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e SimCLR.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.02497\" rel=\"noopener noreferrer nofollow\"><strong>How to Avoid Machine Learning Pitfalls: A Guide for Academic Researchers<\/strong><\/a><strong> <\/strong>&#8212; \u0441\u0431\u043e\u0440\u043d\u0438\u043a \u0441\u043e\u0432\u0435\u0442\u043e\u0432 \u0434\u043b\u044f \u0441\u0442\u0443\u0434\u0435\u043d\u043e\u0442\u043e\u0432 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u043e\u0448\u0438\u0431\u043e\u043a \u0432 \u041c\u041b.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.07732\" rel=\"noopener noreferrer nofollow\"><strong>Program Synthesis with Large Language Models<\/strong><\/a> &#8212;  \u0432 \u0441\u0442\u0430\u0442\u044c\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u043a\u043e\u043b\u0435\u043d\u0438\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u043d\u0430 \u044f\u0437\u044b\u043a\u0430\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0431\u0449\u0435\u0433\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.08477\" rel=\"noopener noreferrer nofollow\"><strong>Image2Lego: Customized LEGO Set Generation from Images<\/strong><\/a> &#8212; \u043e\u0431\u0437\u043e\u0440 Image2Lego, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0438\u043d\u0434\u0438\u0432\u0438\u0434\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 LEGO \u0438\u0437 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.07845\" rel=\"noopener noreferrer nofollow\"><strong>ARCH++: Animation-Ready Clothed Human Reconstruction Revisited<\/strong><\/a> &#8212; \u0440\u0430\u0431\u043e\u0442\u0430 \u043f\u0440\u043e ARCH++, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u0445 \u043c\u0435\u0442\u043e\u0434 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0442\u0440\u0435\u0445\u043c\u0435\u0440\u043d\u044b\u0445 \u0430\u0432\u0430\u0442\u0430\u0440\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0441\u0442\u0438\u043b\u0435\u043c \u043e\u0434\u0435\u0436\u0434\u044b.<\/p>\n<\/li>\n<\/ul>\n<h3>\u041a\u0443\u0440\u0441\u044b <\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/ki-campus.org\/courses\/automl-luh2021\" rel=\"noopener noreferrer nofollow\"><strong>AutoML &#8212; Automated Machine Learning<\/strong><\/a> &#8212; \u043a\u0443\u0440\u0441 \u043f\u043e AutoML \u043e\u0442 AI Campus.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/datatalks.club\/courses\/2021-winter-ml-zoomcamp.html\" rel=\"noopener noreferrer nofollow\"><strong>Machine Learning Zoomcamp<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043e\u0442 Data.Talks Club.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\"><strong>The A-Z of Data<\/strong><\/a> &#8212; \u0441\u0435\u0440\u0438\u044f \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432 \u043e\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Data Phoenix Events, \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438.<\/p>\n<\/li>\n<\/ul>\n<h3>\u0412\u0438\u0434\u0435\u043e<\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=j0z4FweCy4M&amp;t=2913s\" rel=\"noopener noreferrer nofollow\"><strong>Tesla AI Day<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c Tesla AI Day.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data-introduction-to-mlops\/\" rel=\"noopener noreferrer nofollow\"><strong><u>Introduction to MLOps<\/u><\/strong><\/a> &#8212; \u0432\u0438\u0434\u0435\u043e\u0437\u0430\u043f\u0438\u0441\u044c \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u043f\u0440\u043e \u0442\u043e, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 MLOps, \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/dataphoenix.info\/webinar-monitoring-machine-learning-models-in-production\/\" rel=\"noopener noreferrer nofollow\"><strong><u>Monitoring ML Models in Production<\/u><\/strong><\/a> &#8212; \u0432\u0438\u0434\u0435\u043e\u0437\u0430\u043f\u0438\u0441\u044c \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u043f\u0440\u043e \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 ML \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432 \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u0435\u043d\u0435.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/datatalks.club\/podcast\/s04e05-running-from-complexity.html\" rel=\"noopener noreferrer nofollow\"><strong>Running from Complexity [DataTalks.Club]<\/strong><\/a> &#8212; \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 AI-\u0441\u0438\u0441\u0442\u0435\u043c.<\/p>\n<\/li>\n<\/ul>\n<hr\/>\n<p>\u0421\u043f\u0430\u0441\u0438\u0431\u043e, \u0447\u0442\u043e \u0434\u043e\u0447\u0438\u0442\u0430\u043b\u0438 \u044d\u0442\u043e\u0442 \u0432\u044b\u043f\u0443\u0441\u043a. \u041d\u0430\u0434\u0435\u044e\u0441\u044c, \u043a\u0430\u0436\u0434\u044b\u0439 \u043d\u0430\u0448\u0435\u043b \u0434\u043b\u044f \u0441\u0435\u0431\u044f \u0447\u0442\u043e-\u0442\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0435. \u0411\u0443\u0434\u0443 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u0435\u043d \u0437\u0430 \u043b\u044e\u0431\u044b\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430.<\/p>\n<p>\u041f\u0440\u0438\u0441\u043e\u0435\u0434\u0438\u043d\u044f\u0439\u0442\u0435\u0441\u044c \u043a\u00a0<a href=\"https:\/\/t.me\/DataPhoenix\" rel=\"noopener noreferrer nofollow\"><u>Telegram-\u043a\u0430\u043d\u0430\u043b\u0443<\/u><\/a>\u00a0\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0438 \u0435\u0433\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\u043c \u0432 \u0441\u043e\u0446\u0441\u0435\u0442\u044f\u0445:\u00a0<a href=\"https:\/\/twitter.com\/Data_Phoenix\" rel=\"noopener noreferrer nofollow\"><u>Twitter<\/u><\/a>,\u00a0<a href=\"https:\/\/www.facebook.com\/DataPhoenix.info\" rel=\"noopener noreferrer nofollow\"><u>Facebook<\/u><\/a>, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435\u0441\u044c \u043d\u0430 \u043d\u0430\u0448\u0443 \u0435\u0436\u0435\u043d\u0435\u0434\u0435\u043b\u044c\u043d\u0443\u044e\u00a0<a href=\"https:\/\/dataphoenix.info\/subscribe\/\" rel=\"noopener noreferrer nofollow\">\u0440\u0430\u0441\u0441\u044b\u043b\u043a\u0443<\/a>.<\/p>\n<p>\u2190\u00a0<a href=\"https:\/\/habr.com\/ru\/post\/572592\/\" rel=\"noopener noreferrer nofollow\">\u041f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a<\/a><\/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\/573738\/\"> https:\/\/habr.com\/ru\/articles\/573738\/<\/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\"><figcaption><\/figcaption><\/figure>\n<p>\u041f\u0440\u0438\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e \u0432\u0441\u0435\u0445!<\/p>\n<p>\u0412\u0441\u0442\u0440\u0435\u0447\u0430\u0439\u0442\u0435 \u0441\u0432\u0435\u0436\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a\u00a0\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430\u00a0\u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0438\u0437 \u043c\u0438\u0440\u0430 Data Science &amp; Machine Learning \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\u00a0<a href=\"https:\/\/dataphoenix.info\/\" rel=\"noopener noreferrer nofollow\">Data Phoenix<\/a>\u00a0\u0438 \u043d\u0435 \u0437\u0430\u0431\u044b\u0432\u0430\u0439\u0442\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043d\u0430\u0448\u00a0<a href=\"https:\/\/t.me\/DataPhoenix\" rel=\"noopener noreferrer nofollow\"><u>Telegram-\u043a\u0430\u043d\u0430\u043b<\/u><\/a>.<\/p>\n<p>\u0422\u0430\u043a\u0436\u0435 \u0445\u043e\u0447\u0443 \u043f\u0440\u0438\u0433\u043b\u0430\u0441\u0438\u0442\u044c \u0432\u0441\u0435\u0445 \u043d\u0430 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c\u0441\u043a\u0438\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043c \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u0441\u0435\u0440\u0438\u0438 &#171;<a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\">The A-Z of Data<\/a>&#171;:<\/p>\n<ul>\n<li>\n<p>8 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-deploying-deep-learning-models-with-kubernetes-and-kubeflow\/\" rel=\"noopener noreferrer nofollow\"><u>Deploying deep learning models with Kubernetes and Kubeflow<\/u><\/a><\/p>\n<\/li>\n<li>\n<p>16 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-re-usable-pipelines-for-ml-projects\/\" rel=\"noopener noreferrer nofollow\"><u>Re-usable pipelines for ML projects with DVC<\/u><\/a><\/p>\n<\/li>\n<li>\n<p>22 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-the-a-z-of-data-from-research-to-product-with-hydrosphere\/\" rel=\"noopener noreferrer nofollow\"><u>From research to product with Hydrosphere<\/u><\/a><\/p>\n<\/li>\n<\/ul>\n<p>\u0411\u0443\u0434\u0443 \u0440\u0430\u0434 \u0432\u0438\u0434\u0435\u0442\u044c \u0432\u0441\u0435\u0445 \u043d\u0430 \u043d\u0430\u0448\u0438\u0445 \u0442\u0440\u0430\u043d\u0441\u043b\u044f\u0446\u0438\u044f\u0445, \u043f\u0440\u0438\u0441\u043e\u0435\u0434\u0438\u043d\u044f\u0439\u0442\u0435\u0441\u044c!<\/p>\n<h3>\u0421\u0442\u0430\u0442\u044c\u0438<\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/eng.uber.com\/hadoop-container-blog\/\" rel=\"noopener noreferrer nofollow\"><strong>Containerizing Apache Hadoop Infrastructure at Uber<\/strong><\/a> &#8212; \u043a\u043e\u043d\u0442\u0430\u0439\u043d\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b Apache Hadoop \u0432 Uber.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/blog.einstein.ai\/learning-from-evolution\/\" rel=\"noopener noreferrer nofollow\"><strong>Learning from Evolution: Using AI Language Models to Design Functional Artificial Proteins<\/strong><\/a> &#8212; \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0418 \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0431\u0435\u043b\u043a\u043e\u0432.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/geometric-foundations-of-deep-learning-94cdd45b451d\" rel=\"noopener noreferrer nofollow\"><strong>Geometric Foundations of Deep Learning<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u044b \u0433\u0435\u043e\u043c\u0435\u0442\u0440\u0438\u0438 \u0434\u043b\u044f \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.kdnuggets.com\/2021\/07\/github-copilot-open-source-alternatives-code-generation.html\" rel=\"noopener noreferrer nofollow\"><strong>GitHub Copilot Open Source Alternatives<\/strong><\/a> &#8212; \u043e\u0431\u0437\u043e\u0440 4 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432 GitHub Copilot.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/all-probability-distributions-explained-in-six-minutes-fe57b1d49600\" rel=\"noopener noreferrer nofollow\"><strong>All Probability Distributions Explained in Six Minutes<\/strong><\/a><strong> &#8212; <\/strong>\u043e \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u0435\u0439 \u0437\u0430 6 \u043c\u0438\u043d\u0443\u0442.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/medium.com\/code-sprout\/make-money-using-nft-ai-gan-image-generation-ea43989a08f6\" rel=\"noopener noreferrer nofollow\"><strong>Make Money Using NFT + AI | GAN Image Generation<\/strong><\/a><strong> <\/strong>&#8212; \u043a\u0430\u043a \u0437\u0430\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u043d\u0430 NFT \u0438 AI.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/medium.com\/airbnb-engineering\/using-sentiment-score-to-assess-customer-service-quality-43434dbe199b\" rel=\"noopener noreferrer nofollow\"><strong>Using Sentiment Score to Assess Customer Service Quality<\/strong><\/a><strong> <\/strong>&#8212; \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 NPS \u0432 Airbnb \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/feature-store-data-platform-for-machine-learning-455122c48229\" rel=\"noopener noreferrer nofollow\"><strong>Feature Store: Data Platform for Machine Learning<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u044b Feature Store \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/medium.com\/dataseries\/gpu-powered-data-science-not-deep-learning-with-rapids-29f9ed8d51f3\" rel=\"noopener noreferrer nofollow\"><strong>GPU-Powered Data Science (NOT Deep Learning) with RAPIDS<\/strong><\/a> &#8212; \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f GPU \u043d\u0435 \u0434\u043b\u044f \u0433\u043b\u0443\u0431\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/mlops-practices-for-data-scientists-dbb01be45dd8\" rel=\"noopener noreferrer nofollow\"><strong>MLOps Best Practices for Data Scientists<\/strong><\/a><strong> <\/strong>&#8212; \u043b\u0443\u0447\u0448\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0438 \u043c\u0435\u0442\u043e\u0434\u044b MLOps \u0434\u043b\u044f Data Science.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/aws.amazon.com\/ru\/blogs\/machine-learning\/create-amazon-sagemaker-projects-using-third-party-source-control-and-jenkins\/\" rel=\"noopener noreferrer nofollow\"><strong>Create Amazon SageMaker Projects Using Third-Party Source Control and Jenkins<\/strong><\/a> &#8212; \u043f\u0440\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044e SageMaker \u0438 Jenkins \u0434\u043b\u044f \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/6-trends-data-and-artificial-intelligence-2021-and-beyond\" rel=\"noopener noreferrer nofollow\"><strong>6 Trends in Data and Artificial Intelligence for 2021 and Beyond<\/strong><\/a> &#8212; \u0448\u0435\u0441\u0442\u044c \u0442\u0440\u0435\u043d\u0434\u043e\u0432 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0418\u0418 \u043d\u0430 2021 \u0433\u043e\u0434.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/aws.amazon.com\/ru\/blogs\/machine-learning\/optimize-personalized-recommendations-for-a-business-metric-of-your-choice-with-amazon-personalize\/\" rel=\"noopener noreferrer nofollow\"><strong>Optimize Personalized Recommendations for a Business Metric of Your Choice with Amazon Personalize<\/strong><\/a> &#8212; \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439 \u0432 Amazon Personalize.<\/p>\n<\/li>\n<\/ul>\n<h3>\u041d\u0430\u0443\u0447\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438<\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.01912\" rel=\"noopener noreferrer nofollow\"><strong>Internal Video Inpainting by Implicit Long-range Propagation<\/strong><\/a><strong> <\/strong>&#8212; \u043d\u043e\u0432\u044b\u0439 \u043c\u0435\u0442\u043e\u0434 \u0440\u0435\u0442\u0443\u0448\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0432 \u0432\u0438\u0434\u0435\u043e. <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.01073\" rel=\"noopener noreferrer nofollow\"><strong>SDEdit: Image Synthesis and Editing with Stochastic Differential Equations<\/strong><\/a><strong> &#8212; <\/strong>\u043d\u043e\u0432\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.00587\" rel=\"noopener noreferrer nofollow\"><strong>Semi-Supervising Learning, Transfer Learning, and Knowledge Distillation with SimCLR<\/strong><\/a> &#8212; \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0432\u0438\u0434\u044b \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e SimCLR.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.02497\" rel=\"noopener noreferrer nofollow\"><strong>How to Avoid Machine Learning Pitfalls: A Guide for Academic Researchers<\/strong><\/a><strong> <\/strong>&#8212; \u0441\u0431\u043e\u0440\u043d\u0438\u043a \u0441\u043e\u0432\u0435\u0442\u043e\u0432 \u0434\u043b\u044f \u0441\u0442\u0443\u0434\u0435\u043d\u043e\u0442\u043e\u0432 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u043e\u0448\u0438\u0431\u043e\u043a \u0432 \u041c\u041b.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.07732\" rel=\"noopener noreferrer nofollow\"><strong>Program Synthesis with Large Language Models<\/strong><\/a> &#8212;  \u0432 \u0441\u0442\u0430\u0442\u044c\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u043a\u043e\u043b\u0435\u043d\u0438\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u043d\u0430 \u044f\u0437\u044b\u043a\u0430\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0431\u0449\u0435\u0433\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.08477\" rel=\"noopener noreferrer nofollow\"><strong>Image2Lego: Customized LEGO Set Generation from Images<\/strong><\/a> &#8212; \u043e\u0431\u0437\u043e\u0440 Image2Lego, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0438\u043d\u0434\u0438\u0432\u0438\u0434\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 LEGO \u0438\u0437 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.07845\" rel=\"noopener noreferrer nofollow\"><strong>ARCH++: Animation-Ready Clothed Human Reconstruction Revisited<\/strong><\/a> &#8212; \u0440\u0430\u0431\u043e\u0442\u0430 \u043f\u0440\u043e ARCH++, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u0445 \u043c\u0435\u0442\u043e\u0434 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0442\u0440\u0435\u0445\u043c\u0435\u0440\u043d\u044b\u0445 \u0430\u0432\u0430\u0442\u0430\u0440\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0441\u0442\u0438\u043b\u0435\u043c \u043e\u0434\u0435\u0436\u0434\u044b.<\/p>\n<\/li>\n<\/ul>\n<h3>\u041a\u0443\u0440\u0441\u044b <\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/ki-campus.org\/courses\/automl-luh2021\" rel=\"noopener noreferrer nofollow\"><strong>AutoML &#8212; Automated Machine Learning<\/strong><\/a> &#8212; \u043a\u0443\u0440\u0441 \u043f\u043e AutoML \u043e\u0442 AI Campus.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/datatalks.club\/courses\/2021-winter-ml-zoomcamp.html\" rel=\"noopener noreferrer nofollow\"><strong>Machine Learning Zoomcamp<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043e\u0442 Data.Talks Club.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\"><strong>The A-Z of Data<\/strong><\/a> &#8212; \u0441\u0435\u0440\u0438\u044f \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432 \u043e\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Data Phoenix Events, \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438.<\/p>\n<\/li>\n<\/ul>\n<h3>\u0412\u0438\u0434\u0435\u043e<\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=j0z4FweCy4M&amp;t=2913s\" rel=\"noopener noreferrer nofollow\"><strong>Tesla AI Day<\/strong><\/a> &#8212; \u043e\u0441\u043d\u043e\u0432\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c Tesla AI Day.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data-introduction-to-mlops\/\" rel=\"noopener noreferrer nofollow\"><strong><u>Introduction to MLOps<\/u><\/strong><\/a> &#8212; \u0432\u0438\u0434\u0435\u043e\u0437\u0430\u043f\u0438\u0441\u044c \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u043f\u0440\u043e \u0442\u043e, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 MLOps, \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/dataphoenix.info\/webinar-monitoring-machine-learning-models-in-production\/\" rel=\"noopener noreferrer nofollow\"><strong><u>Monitoring ML Models in Production<\/u><\/strong><\/a> &#8212; \u0432\u0438\u0434\u0435\u043e\u0437\u0430\u043f\u0438\u0441\u044c \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u043f\u0440\u043e \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 ML \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432 \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u0435\u043d\u0435.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/datatalks.club\/podcast\/s04e05-running-from-complexity.html\" rel=\"noopener noreferrer nofollow\"><strong>Running from Complexity [DataTalks.Club]<\/strong><\/a> &#8212; \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 AI-\u0441\u0438\u0441\u0442\u0435\u043c.<\/p>\n<\/li>\n<\/ul>\n<hr\/>\n<p>\u0421\u043f\u0430\u0441\u0438\u0431\u043e, \u0447\u0442\u043e \u0434\u043e\u0447\u0438\u0442\u0430\u043b\u0438 \u044d\u0442\u043e\u0442 \u0432\u044b\u043f\u0443\u0441\u043a. \u041d\u0430\u0434\u0435\u044e\u0441\u044c, \u043a\u0430\u0436\u0434\u044b\u0439 \u043d\u0430\u0448\u0435\u043b \u0434\u043b\u044f \u0441\u0435\u0431\u044f \u0447\u0442\u043e-\u0442\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0435. \u0411\u0443\u0434\u0443 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u0435\u043d \u0437\u0430 \u043b\u044e\u0431\u044b\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430.<\/p>\n<p>\u041f\u0440\u0438\u0441\u043e\u0435\u0434\u0438\u043d\u044f\u0439\u0442\u0435\u0441\u044c \u043a\u00a0<a href=\"https:\/\/t.me\/DataPhoenix\" rel=\"noopener noreferrer nofollow\"><u>Telegram-\u043a\u0430\u043d\u0430\u043b\u0443<\/u><\/a>\u00a0\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0438 \u0435\u0433\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\u043c \u0432 \u0441\u043e\u0446\u0441\u0435\u0442\u044f\u0445:\u00a0<a href=\"https:\/\/twitter.com\/Data_Phoenix\" rel=\"noopener noreferrer nofollow\"><u>Twitter<\/u><\/a>,\u00a0<a href=\"https:\/\/www.facebook.com\/DataPhoenix.info\" rel=\"noopener noreferrer nofollow\"><u>Facebook<\/u><\/a>, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435\u0441\u044c \u043d\u0430 \u043d\u0430\u0448\u0443 \u0435\u0436\u0435\u043d\u0435\u0434\u0435\u043b\u044c\u043d\u0443\u044e\u00a0<a href=\"https:\/\/dataphoenix.info\/subscribe\/\" rel=\"noopener noreferrer nofollow\">\u0440\u0430\u0441\u0441\u044b\u043b\u043a\u0443<\/a>.<\/p>\n<p>\u2190\u00a0<a href=\"https:\/\/habr.com\/ru\/post\/572592\/\" rel=\"noopener noreferrer nofollow\">\u041f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a<\/a><\/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\/573738\/\"> https:\/\/habr.com\/ru\/articles\/573738\/<\/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-392335","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/392335","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=392335"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/392335\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=392335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=392335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=392335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}