{"id":11373,"date":"2024-04-24T14:42:38","date_gmt":"2024-04-24T12:42:38","guid":{"rendered":"https:\/\/www.tecracer.com\/?page_id=11373"},"modified":"2024-05-10T13:22:18","modified_gmt":"2024-05-10T11:22:18","slug":"mlops-on-aws-accelerator","status":"publish","type":"page","link":"https:\/\/www.tecracer.com\/en\/solutions\/mlops-on-aws-accelerator\/","title":{"rendered":"MLOps on AWS Accelerator"},"content":{"rendered":"<h1>\n<p>MLOps on AWS<br \/>Accelerator<\/p>\n<\/h1>\n<hr>\n<div>\n<p>Let&#8217;s work together to create an architecture for a fully functional, automatically deployable AWS machine learning pipeline with 3 stages (Dev, Test, Prod). We&#8217;ll help you realize the full ML potential of your business.<\/p>\n<\/div>\n<ul>\n<li>\n<p>        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2022\/03\/AWS_premier_tier_training_partner_badge.png\" alt=\"\"><\/p>\n<h3>Aws Premium Consuting Partner<\/h3>\n<\/li>\n<li>\n<p>        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2022\/03\/AWS_advanced_tier_consulting_partner_badge.png\" alt=\"\"><\/p>\n<h3>Aws Advanced Training Partner<\/h3>\n<\/li>\n<li>\n<p>        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2023\/02\/200-Cert-Light-English-1.png\" alt=\"aws certified partner network\"><\/p>\n<h3>Aws Cert<\/h3>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2023\/08\/HumanRobot.jpg\" alt=\"\"><\/p>\n<h3>Challenges<\/h3>\n<hr>\n<div>\n<p>Companies dealing with machine learning operations (MLOps) in AWS often face various challenges. One of them relates to versioning. If there is no accurate traceability of code changes and model specifications, this can lead to confusion and make the development and maintenance of ML models more difficult.<\/p>\n<p>There is also potential for improvement in automation. Problems are often discovered late and infrastructure is rarely used as code. This leads to delayed reactions to problems that arise and vulnerability to errors in the provision of ML models. Model management is also a major challenge. Close collaboration between data scientists, engineers and stakeholders is rarely feasible. This can lead to misunderstandings, a lack of transparency and ineffective use of resources.<\/p>\n<\/div>\n<h3>\n<p><strong>Your Benefits<\/strong><\/p>\n<\/h3>\n<hr>\n<ul>\n<li>\n<p>        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2022\/02\/icon_funktionalitaet-1.png\" alt=\"\"><\/p>\n<h2>Efficient model deployment<\/h2>\n<div>\n<p>CI\/CD pipelines helps you limit performance degradation and maintain model quality, even after upgrades and model tuning.<\/p>\n<\/div>\n<p><a href=\"#\">Read More<\/a><\/p>\n<\/li>\n<li>\n<p>        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2022\/02\/icon_zenrale_steuerung-1.png\" alt=\"\"><\/p>\n<h2>Improved productivity<\/h2>\n<div>\n<p>Boosts productivity and accelerate the development of ML models.<\/p>\n<\/div>\n<\/li>\n<li>\n<p>        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2023\/05\/Latency_Icon.png\" alt=\"\"><\/p>\n<h2>Faster time to market<\/h2>\n<div>\n<p>Results in faster go-to-market times with lower operational costs.<\/p>\n<\/div>\n<\/li>\n<\/ul>\n<h3>\n<p>Our solution for you<\/p>\n<\/h3>\n<hr>\n<div>\n<p>We support you with your MLOps challenges on AWS with our extensive experience in Machine Learning and Artificial Intelligence. With more than 20 SMB customers and over 30 global customers, including companies such as Bayer and Siemens, we have in-depth knowledge and best practices to help you overcome your specific challenges.<\/p>\n<p>Our consultants are also certified AWS trainers. This combination enables us to bridge the gap between theoretical knowledge and practical implementation. We understand the complexities of MLOps on AWS and can help you implement automation solutions that result in faster time to market and lower operational costs. Our experience and expertise ensures that we can provide you with the best possible support to achieve your MLOps goals.<\/p>\n<\/div>\n<h3>Our solution packages<\/h3>\n<hr>\n<div>\n<ul>\n<li>Plus: Basic package to help you build a fully functional, automatic deployable ML AWS Pipeline.<\/li>\n<\/ul>\n<ul>\n<li>Premium: Advanced package with customization on ML Pipeline and Human Review of ML Predictions (Augmented AI).<\/li>\n<\/ul>\n<\/div>\n<p><a href=\"\/wp-content\/uploads\/2024\/04\/MLOps-on-AWS-Accelerator.png\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/04\/MLOps-on-AWS-Accelerator.png\" alt=\"\"><\/a><\/p>\n<p><!--more--><br \/>\n<!-- {\"name\":\"Quanten-Vorlage\",\"type\":\"layout\",\"children\":[{\"type\":\"section\",\"props\":{\"animation\":\"fade\",\"animation_delay\":\"100\",\"image_position\":\"center-center\",\"padding_remove_top\":false,\"style\":\"default\",\"title_breakpoint\":\"xl\",\"title_position\":\"top-left\",\"title_rotation\":\"left\",\"vertical_align\":\"middle\",\"width\":\"default\"},\"children\":[{\"type\":\"row\",\"props\":{\"layout\":\"1-2,1-2\"},\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"order_first\":\"m\",\"position_sticky_breakpoint\":\"m\",\"vertical_align\":\"middle\",\"width_medium\":\"1-2\"},\"children\":[{\"type\":\"headline\",\"props\":{\"content\":\"\n\n<p>MLOps on AWS<br \\\/>Accelerator<\\\/p>\",\"title_element\":\"h1\"}},{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\",\"divider_style\":\"small\"}},{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p>Let's work together to create an architecture for a fully functional, automatically deployable AWS machine learning pipeline with 3 stages (Dev, Test, Prod). We'll help you realize the full ML potential of your business.<\\\/p>\",\"margin\":\"default\"}},{\"type\":\"grid\",\"props\":{\"content_column_breakpoint\":\"m\",\"filter_align\":\"left\",\"filter_all\":true,\"filter_grid_breakpoint\":\"m\",\"filter_grid_width\":\"auto\",\"filter_position\":\"top\",\"filter_style\":\"tab\",\"grid_default\":\"2\",\"grid_medium\":\"4\",\"grid_small\":\"4\",\"icon_width\":80,\"image_align\":\"top\",\"image_grid_breakpoint\":\"m\",\"image_grid_width\":\"1-2\",\"image_svg_color\":\"emphasis\",\"item_animation\":true,\"link_style\":\"default\",\"link_text\":\"Read more\",\"margin\":\"default\",\"meta_align\":\"below-title\",\"meta_element\":\"div\",\"meta_style\":\"text-meta\",\"panel_style\":\"tile-default\",\"parallax_easing\":\"1\",\"show_content\":false,\"show_image\":true,\"show_link\":false,\"show_meta\":false,\"show_title\":false,\"title_align\":\"top\",\"title_element\":\"h3\",\"title_grid_breakpoint\":\"m\",\"title_grid_width\":\"1-2\",\"title_hover_style\":\"reset\"},\"children\":[{\"type\":\"grid_item\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2022\\\/03\\\/AWS_premier_tier_training_partner_badge.png\",\"title\":\"Aws Premium Consuting Partner\"}},{\"type\":\"grid_item\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2022\\\/03\\\/AWS_advanced_tier_consulting_partner_badge.png\",\"title\":\"Aws Advanced Training Partner\"}},{\"type\":\"grid_item\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2023\\\/02\\\/200-Cert-Light-English-1.png\",\"image_alt\":\"aws certified partner network\",\"title\":\"Aws Cert\"}}],\"name\":\"AWS Badges\"}]},{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"order_first\":\"xs\",\"position_sticky_breakpoint\":\"m\",\"width_medium\":\"1-2\"},\"children\":[{\"type\":\"image\",\"props\":{\"class\":\"heroimg maskr\",\"image\":\"wp-content\\\/uploads\\\/2023\\\/08\\\/HumanRobot.jpg\",\"image_box_decoration\":\"mask\",\"image_height\":\"600\",\"image_svg_color\":\"emphasis\",\"image_width\":\"600\",\"margin\":\"default\",\"text_align\":\"right\",\"visibility\":\"s\"}}]}]}],\"modified\":\"2022-02-07T09:34:39.020Z\",\"name\":\"Section-1\"},{\"type\":\"section\",\"props\":{\"image_position\":\"center-center\",\"padding_remove_bottom\":false,\"style\":\"muted\",\"title_breakpoint\":\"xl\",\"title_position\":\"top-left\",\"title_rotation\":\"left\",\"vertical_align\":\"middle\",\"width\":\"default\"},\"children\":[{\"type\":\"row\",\"props\":{\"margin\":\"remove-vertical\",\"row_gap\":\"collapse\"},\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\"},\"children\":[{\"type\":\"headline\",\"props\":{\"content\":\"Challenges\",\"title_element\":\"h3\"}},{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\",\"divider_style\":\"small\"}},{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p>Companies dealing with machine learning operations (MLOps) in AWS often face various challenges. One of them relates to versioning. If there is no accurate traceability of code changes and model specifications, this can lead to confusion and make the development and maintenance of ML models more difficult.<\\\/p>\\n\n\n<p>There is also potential for improvement in automation. Problems are often discovered late and infrastructure is rarely used as code. This leads to delayed reactions to problems that arise and vulnerability to errors in the provision of ML models. Model management is also a major challenge. Close collaboration between data scientists, engineers and stakeholders is rarely feasible. 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Benefits<\\\/strong><\\\/p>\",\"id\":\"headline-style-h4\",\"title_element\":\"h3\"},\"meta\":{\"type\":\"headline\",\"website\":\"elements\",\"image\":\"https:\\\/\\\/downloads-yootheme.storage.googleapis.com\\\/library\\\/elements\\\/elements\\\/headline-style-h-4.jpg\"},\"images\":[]},{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\",\"divider_style\":\"small\"}},{\"path\":\"elements\",\"name\":\"Grid Panel Style Card\",\"type\":\"grid\",\"props\":{\"content_column_breakpoint\":\"m\",\"content_margin\":\"small\",\"css\":\".el-image {\\n    margin:auto auto;\\n    display: 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More\",\"margin\":\"remove-vertical\",\"meta_align\":\"above-title\",\"meta_element\":\"div\",\"meta_style\":\"text-meta\",\"panel_image_no_padding\":true,\"panel_link\":false,\"panel_padding\":\"default\",\"parallax_easing\":\"1\",\"show_content\":true,\"show_image\":true,\"show_link\":false,\"show_meta\":false,\"show_title\":true,\"text_align\":\"left\",\"title_align\":\"top\",\"title_element\":\"h2\",\"title_grid_breakpoint\":\"m\",\"title_grid_width\":\"1-2\",\"title_hover_style\":\"reset\",\"title_link\":true,\"title_margin\":\"small\",\"title_style\":\"h3\"},\"children\":[{\"type\":\"grid_item\",\"props\":{\"content\":\"\n\n<p>CI\\\/CD pipelines helps you limit performance degradation and maintain model quality, even after upgrades and model tuning.<\\\/p>\",\"image\":\"wp-content\\\/uploads\\\/2022\\\/02\\\/icon_funktionalitaet-1.png\",\"link\":\"#\",\"meta\":\"\",\"title\":\"Efficient model deployment\"}},{\"type\":\"grid_item\",\"props\":{\"content\":\"\n\n<p><\\\/p>\\n\n\n<p>Boosts productivity and accelerate the development of ML models.<\\\/p>\",\"image\":\"wp-content\\\/uploads\\\/2022\\\/02\\\/icon_zenrale_steuerung-1.png\",\"title\":\"Improved productivity\"}},{\"type\":\"grid_item\",\"props\":{\"content\":\"\n\n<p><\\\/p>\\n\n\n<p>Results in faster go-to-market times with lower operational costs.<\\\/p>\",\"image\":\"wp-content\\\/uploads\\\/2023\\\/05\\\/Latency_Icon.png\",\"title\":\"Faster time to market\"}}],\"meta\":{\"type\":\"grid\",\"website\":\"elements\",\"image\":\"https:\\\/\\\/downloads-yootheme.storage.googleapis.com\\\/library\\\/elements\\\/elements\\\/grid-panel-style-card.jpg\"},\"images\":[{\"src\":\"wp-content\\\/themes\\\/yootheme\\\/vendor\\\/yootheme\\\/theme\\\/assets\\\/images\\\/element-image-placeholder.png\",\"md5\":\"1f8accb872d02d8f699c779e9d0f606c\"},{\"src\":\"wp-content\\\/themes\\\/yootheme\\\/vendor\\\/yootheme\\\/theme\\\/assets\\\/images\\\/element-image-placeholder.png\",\"md5\":\"99b225df96823f8c2833c627cff6b68e\"},{\"src\":\"wp-content\\\/themes\\\/yootheme\\\/vendor\\\/yootheme\\\/theme\\\/assets\\\/images\\\/element-image-placeholder.png\",\"md5\":\"5ca53767787885c270fb3d114d83e73d\"}]}]}]}]},{\"type\":\"section\",\"props\":{\"animation\":\"fade\",\"animation_delay\":\"100\",\"image_position\":\"center-center\",\"overlap\":false,\"padding_remove_bottom\":false,\"padding_remove_horizontal\":false,\"style\":\"muted\",\"title_breakpoint\":\"xl\",\"title_position\":\"top-left\",\"title_rotation\":\"left\",\"vertical_align\":\"middle\",\"width\":\"default\"},\"children\":[{\"type\":\"row\",\"props\":{\"layout\":\"1-2,1-2\",\"margin_remove_bottom\":false,\"match\":false},\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"tile-muted\",\"width_medium\":\"1-2\"},\"children\":[{\"path\":\"elements\",\"name\":\"Headline Style H4\",\"type\":\"headline\",\"props\":{\"content\":\"\n\n<p>Our solution for you<\\\/p>\",\"id\":\"headline-style-h4\",\"title_element\":\"h3\"},\"meta\":{\"type\":\"headline\",\"website\":\"elements\",\"image\":\"https:\\\/\\\/downloads-yootheme.storage.googleapis.com\\\/library\\\/elements\\\/elements\\\/headline-style-h-4.jpg\"},\"images\":[]},{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\",\"divider_style\":\"small\"}},{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p>We support you with your MLOps challenges on AWS with our extensive experience in Machine Learning and Artificial Intelligence. With more than 20 SMB customers and over 30 global customers, including companies such as Bayer and Siemens, we have in-depth knowledge and best practices to help you overcome your specific challenges.<\\\/p>\\n\n\n<p>Our consultants are also certified AWS trainers. This combination enables us to bridge the gap between theoretical knowledge and practical implementation. We understand the complexities of MLOps on AWS and can help you implement automation solutions that result in faster time to market and lower operational costs. Our experience and expertise ensures that we can provide you with the best possible support to achieve your MLOps goals.<\\\/p>\",\"margin\":\"default\"}}]},{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"preserve_color\":true,\"style\":\"tile-secondary\",\"width_medium\":\"1-2\"},\"children\":[{\"type\":\"headline\",\"props\":{\"content\":\"Our solution packages\",\"title_color\":\"danger\",\"title_element\":\"h3\"}},{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\",\"divider_style\":\"small\"}},{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<ul>\\n\n\n<li>Plus: Basic package to help you build a fully functional, automatic deployable ML AWS Pipeline.<\\\/li>\\n<\\\/ul>\\n\n\n<p><\\\/p>\\n\n\n<ul>\\n\n\n<li>Premium: Advanced package with customization on ML Pipeline and Human Review of ML Predictions (Augmented AI).<\\\/li>\\n<\\\/ul>\",\"margin\":\"default\",\"text_color\":\"danger\"}},{\"type\":\"image\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2024\\\/04\\\/MLOps-on-AWS-Accelerator.png\",\"image_svg_color\":\"emphasis\",\"link\":\"wp-content\\\/uploads\\\/2024\\\/04\\\/MLOps-on-AWS-Accelerator.png\",\"link_target\":\"modal\",\"margin\":\"default\",\"position\":\"relative\",\"text_align\":\"center\"}}]}]}],\"modified\":\"2022-02-09T13:12:52.089Z\",\"name\":\"TEXT-TEXT-BLUE\"},{\"type\":\"section\",\"props\":{\"image_position\":\"center-center\",\"style\":\"default\",\"title_breakpoint\":\"xl\",\"title_position\":\"top-left\",\"title_rotation\":\"left\",\"vertical_align\":\"middle\",\"width\":\"default\"},\"children\":[{\"type\":\"row\",\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\"}}]}]}],\"version\":\"4.0.5\",\"yooessentialsVersion\":\"2.0.7\"} --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MLOps on AWSAccelerator Let&#8217;s work together to create an architecture for a fully functional, automatically deployable AWS machine learning pipeline with 3 stages (Dev, Test, Prod). We&#8217;ll help you realize the full ML potential of your business. Aws Premium Consuting Partner Aws Advanced Training Partner Aws Cert Challenges Companies dealing with machine learning operations (MLOps) [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":9274,"parent":6553,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-11373","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>MLOps on AWS Accelerator - tecRacer<\/title>\n<meta name=\"description\" content=\"Let&#039;s build an architecture together for a fully functional, automatically deployable AWS machine learning pipeline.\" \/>\n<meta name=\"robots\" content=\"noindex, nofollow\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MLOps on AWS Accelerator\" \/>\n<meta property=\"og:description\" content=\"Let&#039;s build an architecture together for a fully functional, automatically deployable AWS machine learning pipeline.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tecracer.com\/en\/solutions\/mlops-on-aws-accelerator\/\" \/>\n<meta property=\"og:site_name\" content=\"tecRacer\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/tecRacer\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-10T11:22:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.tecracer.com\/wp-content\/uploads\/2023\/08\/HumanRobot.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@tecRacer\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.tecracer.com\\\/en\\\/solutions\\\/mlops-on-aws-accelerator\\\/\",\"url\":\"https:\\\/\\\/www.tecracer.com\\\/en\\\/solutions\\\/mlops-on-aws-accelerator\\\/\",\"name\":\"MLOps on AWS Accelerator - 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