{"id":84,"date":"2026-05-02T03:06:24","date_gmt":"2026-05-02T03:06:24","guid":{"rendered":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/?page_id=84"},"modified":"2026-05-05T02:04:50","modified_gmt":"2026-05-05T02:04:50","slug":"team","status":"publish","type":"page","link":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/team\/","title":{"rendered":"Team"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-full is-resized is-style-rounded\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"1280\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/NREC_Headshot-rotated.jpg\" alt=\"\" class=\"wp-image-101\" style=\"aspect-ratio:0.7499841901757983;width:186px;height:auto\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/NREC_Headshot-rotated.jpg 960w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/NREC_Headshot-225x300.jpg 225w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/NREC_Headshot-768x1024.jpg 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>Zachary Esakof<\/p>\n\n\n\n<p class=\"has-small-font-size\">NREC Engineer and MSCV Student @ CMU<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Computer vision, machine learning, software system, and data professional with over 10 years of industry experience. Familiar with Fortune 500, tech start-up, and academic professional environments. A highly collaborative teammate and lifelong learner, he has Bachelor&#8217;s degrees in Economics and Applied Mathematics as well as former membership in the Society of Actuaries. In this project, he is focusing on pose estimation and behavior classification.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"has-large-font-size\">Chung-Ting Tsai<\/p>\n\n\n\n<p class=\"has-small-font-size\">MSCV Student @ CMU<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Received his Bachelor\u2019s degree in Electrical Engineering from&nbsp;<strong>National Taiwan University (NTU)<\/strong>. Previously, he conducted research on&nbsp;<strong>diffusion models<\/strong>&nbsp;at the&nbsp;<strong>Vision and Learning Lab (VLL)<\/strong>&nbsp;at NTU. Currently, he is a MSCV student at CMU, focusing on the&nbsp;<strong>segmentation pipeline<\/strong>&nbsp;and its integration for this project.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-full is-style-rounded\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/myhead-4.jpeg\" alt=\"\" class=\"wp-image-98\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/myhead-4.jpeg 512w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/myhead-4-300x300.jpeg 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/myhead-4-150x150.jpeg 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Zachary Esakof NREC Engineer and MSCV Student @ CMU Computer vision, machine learning, software system, and data professional with over 10 years of industry experience. Familiar with Fortune 500, tech start-up, and academic professional environments. A highly collaborative teammate and lifelong learner, he has Bachelor&#8217;s degrees in Economics and Applied Mathematics as well as former [&hellip;]<\/p>\n","protected":false},"author":297,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-84","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Team - Bioreactor Digital Twin<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/team\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Team - Bioreactor Digital Twin\" \/>\n<meta property=\"og:description\" content=\"Zachary Esakof NREC Engineer and MSCV Student @ CMU Computer vision, machine learning, software system, and data professional with over 10 years of industry experience. 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A highly collaborative teammate and lifelong learner, he has Bachelor&#8217;s degrees in Economics and Applied Mathematics as well as former [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/team\/\" \/>\n<meta property=\"og:site_name\" content=\"Bioreactor Digital Twin\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-05T02:04:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/wp-content\/uploads\/sites\/157\/2026\/05\/NREC_Headshot-rotated.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"960\" \/>\n\t<meta property=\"og:image:height\" content=\"1280\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/\",\"name\":\"Team - Bioreactor Digital Twin\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/wp-content\\\/uploads\\\/sites\\\/157\\\/2026\\\/05\\\/NREC_Headshot-rotated.jpg\",\"datePublished\":\"2026-05-02T03:06:24+00:00\",\"dateModified\":\"2026-05-05T02:04:50+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/wp-content\\\/uploads\\\/sites\\\/157\\\/2026\\\/05\\\/NREC_Headshot-rotated.jpg\",\"contentUrl\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/wp-content\\\/uploads\\\/sites\\\/157\\\/2026\\\/05\\\/NREC_Headshot-rotated.jpg\",\"width\":960,\"height\":1280},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/team\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Team\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/#website\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/\",\"name\":\"Bioreactor Digital Twin\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf15\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Team - Bioreactor Digital Twin","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf15\/team\/","og_locale":"en_US","og_type":"article","og_title":"Team - Bioreactor Digital Twin","og_description":"Zachary Esakof NREC Engineer and MSCV Student @ CMU Computer vision, machine learning, software system, and data professional with over 10 years of industry experience. 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