{"id":60775,"date":"2022-09-23T11:50:42","date_gmt":"2022-09-23T16:50:42","guid":{"rendered":"https:\/\/connect-community.org\/?p=60775"},"modified":"2022-09-23T11:59:01","modified_gmt":"2022-09-23T16:59:01","slug":"hpe-developer-community-meetup-machine-learning-data-version-control-dvc-reproducibility-and-collaboration-in-your-ml-projects","status":"publish","type":"post","link":"https:\/\/connect-community.org\/hpe-developer-community-meetup-machine-learning-data-version-control-dvc-reproducibility-and-collaboration-in-your-ml-projects\/","title":{"rendered":"HPE Developer Community Meetup: Machine Learning Data Version Control (DVC): Reproducibility and Collaboration in your ML Projects"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"60775\" class=\"elementor elementor-60775\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1c2769a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c2769a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6156258\" data-id=\"6156258\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-083b5e7 elementor-widget elementor-widget-heading\" data-id=\"083b5e7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Machine Learning Data Version Control (DVC): Reproducibility and Collaboration in your ML Projects<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-222cd1f elementor-widget elementor-widget-spacer\" data-id=\"222cd1f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3c8927 elementor-widget elementor-widget-text-editor\" data-id=\"c3c8927\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>September 28, 2022<br \/>10:00 AM <span style=\"font-size: 14px; font-weight: normal;\">Central Time (US and Canada)<\/span><\/h3>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0327d9b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0327d9b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6405358\" data-id=\"6405358\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8a46a27 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8a46a27\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f4bfd7e\" data-id=\"f4bfd7e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bbe11bd elementor-widget elementor-widget-image\" data-id=\"bbe11bd\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-src=\"https:\/\/hpe.zoom.us\/w_p\/96466730100\/31cd6c21-481d-412b-a3e1-2e138632b86e.png\" title=\"\" alt=\"\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" class=\"lazyload\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-50776a8\" data-id=\"50776a8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-407d823 elementor-widget elementor-widget-text-editor\" data-id=\"407d823\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In this session, we\u2019ll do a demo where you\u2019ll learn how to manage and make your machine learning projects reproducible with our open-source tool DVC and the DVC extension for VS Code IDE. We will see how to track datasets and models, run, compare, visualize, and track machine learning experiments right in VS Code. We&#8217;ll then go over our GitOps-based model registry solution. Search, share, and manage all models with full context around model lineage, version, production status, data used to train model, and more.<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07bbb92 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"07bbb92\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-lg\" href=\"https:\/\/hpe.zoom.us\/webinar\/register\/3516639408925\/WN_g7YY8XsKRaOPTi3EQ1VGpQ?timezone_id=America%2FChicago\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">REGISTER NOW<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-924c40f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"924c40f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cb74d6e\" data-id=\"cb74d6e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bd26e55 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bd26e55\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cba153d elementor-widget elementor-widget-text-editor\" data-id=\"cba153d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"color: #005294;\">Speaker:\u00a0 Alex Kim, Solutions Engineering, Iterative<\/span><\/h3>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a18b617 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a18b617\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3ab179e\" data-id=\"3ab179e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0e68fb3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e68fb3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1c871d7\" data-id=\"1c871d7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6cbaca5 elementor-widget elementor-widget-image\" data-id=\"6cbaca5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/media-exp1.licdn.com\/dms\/image\/C4E03AQGJEHKQQNIAmQ\/profile-displayphoto-shrink_400_400\/0\/1647713171958?e=1669248000&#038;v=beta&#038;t=zllzjC7Ga5PmXiBXYrE30UOqksH6baJ--2ilfOXP9Tc\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-e07c1cb\" data-id=\"e07c1cb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a3d39df elementor-widget elementor-widget-text-editor\" data-id=\"a3d39df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Alex Kim is a Solutions Engineer at Iterative. His background is in physics, software engineering, and machine learning. In the last couple of years, he became increasingly interested in the engineering side of ML projects: processes and tools needed to go from an idea to a production solution.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Machine Learning Data Version Control (DVC): Reproducibility and Collaboration in your ML Projects September 28, 202210:00 AM Central Time (US and Canada) In this session, we\u2019ll do a demo where&hellip;<\/p>\n","protected":false},"author":14,"featured_media":56289,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"none","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"content-type":"","footnotes":""},"categories":[24,233,76,824],"tags":[936,443,442,939,8,945,941,942,10,11,473,857,937,480,944,482,943,940,938],"coauthors":[],"class_list":["post-60775","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-devops","category-events","category-hpe","category-training-and-education","tag-alex-kim","tag-connect-hpe-user-community","tag-connect-worldwide","tag-datasets","tag-digital-transformation","tag-dvc","tag-gitops","tag-gitops-based-model","tag-hewlett-packard-enterprise","tag-hpe","tag-hpe-developer-community","tag-hpe-developer-meetups","tag-iterative","tag-machine-learning","tag-machine-learning-data-version-control","tag-open-source","tag-registry-solution","tag-vs-code","tag-vs-code-ide"],"_links":{"self":[{"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/posts\/60775","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/comments?post=60775"}],"version-history":[{"count":0,"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/posts\/60775\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/media\/56289"}],"wp:attachment":[{"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/media?parent=60775"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/categories?post=60775"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/tags?post=60775"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/connect-community.org\/wp-json\/wp\/v2\/coauthors?post=60775"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}