{"id":36286,"date":"2021-11-22T13:53:31","date_gmt":"2021-11-22T18:53:31","guid":{"rendered":"https:\/\/engineering.jhu.edu\/chembe\/?page_id=36286"},"modified":"2023-05-30T12:25:52","modified_gmt":"2023-05-30T16:25:52","slug":"modeling-in-the-big-data-era","status":"publish","type":"page","link":"https:\/\/engineering.jhu.edu\/chembe\/research\/modeling-in-the-big-data-era\/","title":{"rendered":"Modeling in the Big Data Era"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-36428 size-full\" src=\"https:\/\/engineering.jhu.edu\/chembe\/wp-content\/uploads\/2021\/11\/architecture.jpg\" alt=\"\" width=\"5600\" height=\"2460\" srcset=\"https:\/\/engineering.jhu.edu\/chembe\/wp-content\/uploads\/2021\/11\/architecture.jpg 5600w, https:\/\/engineering.jhu.edu\/chembe\/wp-content\/uploads\/2021\/11\/architecture-300x132.jpg 300w, https:\/\/engineering.jhu.edu\/chembe\/wp-content\/uploads\/2021\/11\/architecture-1024x450.jpg 1024w, https:\/\/engineering.jhu.edu\/chembe\/wp-content\/uploads\/2021\/11\/architecture-768x337.jpg 768w, https:\/\/engineering.jhu.edu\/chembe\/wp-content\/uploads\/2021\/11\/architecture-1536x675.jpg 1536w, https:\/\/engineering.jhu.edu\/chembe\/wp-content\/uploads\/2021\/11\/architecture-2048x900.jpg 2048w\" sizes=\"auto, (max-width: 5600px) 100vw, 5600px\" \/><span style=\"font-size: 12pt;\"><em>The Gray lab creates algorithms for protein engineering. Pictured: A deep learning model for antibody structure prediction from sequence. Credit: Jeff Ruffolo.<\/em><\/span><\/p>\n<p>Artificial intelligence (AI), machine learning (ML), modeling, and simulation have the potential to transform and accelerate the discovery, development and manufacturability of systems transcending length- and time-scales. The Department of Chemical and Biomolecular Engineering at has a remarkable breadth and depth of talent in these areas, with five faculty members deeply engaged in developing new algorithms to open new frontiers in chemical engineering.<\/p>\n<p>Our work spans the challenges of the 21st century: From climate change and sustainable energy to health and therapeutics, to flexible electronic materials and molecular design.<\/p>\n<p>We offer an educational program of courses tailored to Chemical and Biomolecular Engineering students, from ranging from foundational courses, such as Software Carpentry, to high-level courses, such as Modern Data Analysis and Machine Learning.<\/p>\n<h4><strong>Primary Faculty<\/strong><\/h4>\n<p><a href=\"https:\/\/engineering.jhu.edu\/chembe\/faculty\/michael-bevan\/\" target=\"_blank\" rel=\"noopener\">Michael Bevan<\/a><br \/>\n<a href=\"https:\/\/engineering.jhu.edu\/chembe\/faculty\/brandon-c-bukowski\/\" target=\"_blank\" rel=\"noopener\">Brandon Bukowski<\/a><br \/>\n<a href=\"https:\/\/engineering.jhu.edu\/chembe\/faculty\/paulette-clancy\/\" target=\"_blank\" rel=\"noopener\">Paulette Clancy<\/a><br \/>\n<a href=\"https:\/\/engineering.jhu.edu\/chembe\/faculty\/jeffrey-gray\/\" target=\"_blank\" rel=\"noopener\">Jeffrey Gray<\/a><br \/>\n<a href=\"https:\/\/engineering.jhu.edu\/chembe\/faculty\/ioannis-kevrekidis\/\" target=\"_blank\" rel=\"noopener\">Yannis Kevrekidis<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Gray lab creates algorithms for protein engineering. Pictured: A deep learning model for antibody structure prediction from sequence. Credit: Jeff Ruffolo. Artificial intelligence (AI), machine learning (ML), modeling, and&hellip;<\/p>\n","protected":false},"author":17,"featured_media":0,"parent":31,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"","footnotes":""},"class_list":["post-36286","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Modeling in the Big Data Era - Department of Chemical and Biomolecular Engineering<\/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:\/\/engineering.jhu.edu\/chembe\/research\/modeling-in-the-big-data-era\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Modeling in the Big Data Era - Department of Chemical and Biomolecular Engineering\" \/>\n<meta property=\"og:description\" content=\"The Gray lab creates algorithms for protein engineering. Pictured: A deep learning model for antibody structure prediction from sequence. Credit: Jeff Ruffolo. 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Pictured: A deep learning model for antibody structure prediction from sequence. Credit: Jeff Ruffolo. 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