{"id":8119,"date":"2026-07-15T16:53:17","date_gmt":"2026-07-15T11:23:17","guid":{"rendered":"https:\/\/internshala.com\/competitions\/?p=8119"},"modified":"2026-07-16T09:49:44","modified_gmt":"2026-07-16T04:19:44","slug":"biomarker-identification-using-machine-learning","status":"publish","type":"post","link":"https:\/\/internshala.com\/competitions\/biomarker-identification-using-machine-learning\/","title":{"rendered":"Biomarker Discovery Using Machine Learning and Python \u2014 OmicsLogic"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>\ud83d\udcccAbout the Event<\/strong><\/h2>\n\n\n\n<p>Biomarker Identification Using Machine Learning with Python is a three-day hands-on online workshop organised by OmicsLogic. The workshop will introduce participants to the use of Python and supervised machine learning techniques for analysing gene-expression data and identifying biologically relevant biomarkers. Participants will learn the complete workflow, including data preparation, feature selection, model building, performance evaluation, biomarker ranking and biological interpretation using real datasets.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background is-style-default\" style=\"background-color:#f0f0f0;color:#f0f0f0\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2139\ufe0f <strong>Event Details<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Event type:<\/strong> Three-day hands-on workshop<\/li>\n\n\n\n<li><strong>Mode of conduct:<\/strong> Online<\/li>\n\n\n\n<li><strong>Workshop duration: <\/strong>August 17\u201319, 2026<\/li>\n\n\n\n<li><strong>Session time: <\/strong>7:00 PM IST or 8:30 AM CDT<\/li>\n\n\n\n<li><strong>Tools and technologies:<\/strong> Python, machine learning, gene-expression datasets and data-visualisation techniques<\/li>\n\n\n\n<li><strong>Learning format:<\/strong> Live instruction combined with hands-on analysis of real biological datasets<\/li>\n\n\n\n<li><strong>Major topics covered:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Introduction to biomarkers and machine learning<\/li>\n\n\n\n<li>Supervised and unsupervised learning concepts<\/li>\n\n\n\n<li>Python essentials for biomarker analysis<\/li>\n\n\n\n<li>Gene-expression data preparation<\/li>\n\n\n\n<li>Feature selection and dimensionality reduction<\/li>\n\n\n\n<li>Machine-learning models for biomarker discovery<\/li>\n\n\n\n<li>Model-performance evaluation<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background is-style-default\" style=\"background-color:#f0f0f0;color:#f0f0f0\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcc5 <strong>Important Dates<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Workshop start date:<\/strong> August 17, 2026<\/li>\n\n\n\n<li><strong>Workshop end date: <\/strong>August 19, 2026<\/li>\n\n\n\n<li><strong>Workshop time:<\/strong> 7:00 PM IST onwards<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background is-style-default\" style=\"background-color:#f0f0f0;color:#f0f0f0\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udfaf <strong>Eligibility &amp; Rules<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The workshop is suitable for:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Undergraduate and postgraduate life-science students<\/li>\n\n\n\n<li>Biotechnology and bioinformatics students<\/li>\n\n\n\n<li>Computational biology learners<\/li>\n\n\n\n<li>Data-science and machine-learning learners interested in biological applications<\/li>\n\n\n\n<li>Research scholars and academic researchers<\/li>\n\n\n\n<li>Professionals working with omics, clinical or gene-expression data<\/li>\n\n\n\n<li>Basic familiarity with Python can be helpful but is not mandatory.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background is-style-default\" style=\"background-color:#f0f0f0;color:#f0f0f0\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udfc6 <strong>Benefits for the Participants<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Participants will receive hands-on exposure to analysing real gene-expression datasets.<\/li>\n\n\n\n<li>The workshop will help learners build practical knowledge of biomarker identification using Python and machine learning.<\/li>\n\n\n\n<li>Participants will learn how to preprocess biological data, train machine-learning models and evaluate model performance.<\/li>\n\n\n\n<li>Learners will gain experience in identifying, ranking and interpreting potentially important biomarkers.<\/li>\n\n\n\n<li>A certificate of participation or completion is included for participants, as indicated in the organiser\u2019s workshop promotion.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcccAbout the Event Biomarker Identification Using Machine Learning with Python is a three-day hands-on online workshop organised by OmicsLogic. The workshop will introduce participants to the use of Python and<\/p>\n","protected":false},"author":10,"featured_media":8122,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-8119","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-events"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Biomarker Identification Using Machine Learning<\/title>\n<meta name=\"description\" content=\"Join OmicsLogic\u2019s three-day online workshop on biomarker discovery using machine learning and Python from August 17\u201319, 2026.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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