{"id":20074,"date":"2025-09-22T16:24:22","date_gmt":"2025-09-22T20:24:22","guid":{"rendered":"https:\/\/engineering.jhu.edu\/ExecEd\/?post_type=course&#038;p=20074"},"modified":"2026-01-07T16:31:45","modified_gmt":"2026-01-07T21:31:45","slug":"machine-learning-emerging-technologies","status":"publish","type":"course","link":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/","title":{"rendered":"Machine Learning and Emerging Technologies for Intrusion Detection"},"content":{"rendered":"\n<div class=\"gb-element-2172257a\"><div class=\"gb-container gb-container-01a1e0ed ctn-course-header\">\n\n<div class=\"gb-element-73a7478f\">\n<div class=\"gb-element-b5112b76\">\n<h1 class=\"gb-text gb-text-eb158f27\">Machine Learning and Emerging Technologies for Intrusion Detection<\/h1>\n\n\n\n<p class=\"gb-text gb-text-3afb3b41\">Start anytime. Learn at your own pace.<\/p>\n\n\n<p class=\"gb-headline gb-headline-2afe6602 gb-headline-text\">Reveal insights, drive decisions, advance your career.<\/p>\n\n\n<div>\n<div class=\"gb-element-bb841baf\">\n<div class=\"gb-element-8779fc51\"><div class=\"with_frm_style\"><a data-toggle=\"modal\" data-bs-toggle=\"modal\" data-target=\"#frm-modal-0\" data-bs-target=\"#frm-modal-0\" href=\"#\" class=\"btn btn-gold frm_button\">Start Now<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-28d9fa88\"><div class=\"with_frm_style\"><a data-toggle=\"modal\" data-bs-toggle=\"modal\" data-target=\"#frm-modal-1\" data-bs-target=\"#frm-modal-1\" href=\"#\" class=\"frm_button btn btn-navy\">Request&nbsp;Info<\/a>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-902dd913\">\n<div class=\"gb-element-7d409886\"><figure class=\"gb-block-image gb-block-image-0fd14a54\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-300x200.png\" class=\"gb-image-0fd14a54\" alt=\"\" srcset=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-300x200.png 300w, https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-1024x683.png 1024w, https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-768x512.png 768w, https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-1536x1024.png 1536w, https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-2048x1366.png 2048w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n\n<div class=\"gb-container gb-container-a7fce55a\">\n\n<div class=\"gb-element-46e7fc69\">\n<p class=\"gb-text-29da99f3\"><span class=\"gb-shape\"><svg height=\"32px\" id=\"svg2\" version=\"1.1\" viewBox=\"0 0 32 32\" width=\"32px\" xml:space=\"preserve\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><g id=\"background\"><rect fill=\"none\" height=\"32\" width=\"32\" x=\"1\" y=\"1\"><\/rect><\/g><g id=\"book_x5F_text\"><g><path d=\"M27.002,1v1.999h-2V5h2v28h-24c0,0-2,0-2-2V4.018c0-0.006-0.001-0.012-0.001-0.018C0.966,2.645,1.808,1.686,2.556,1.354    C3.294,0.992,3.918,1.004,4.002,1H27.002 M3.998,5C4,5,4.002,5,4.002,5h19V2.999h-19C4,3.005,3.97,2.997,3.853,3.018    c-0.115,0.019-0.274,0.06-0.404,0.125C3.196,3.314,3.035,3.353,3.002,4c0.015,0.5,0.134,0.609,0.272,0.743    c0.144,0.126,0.401,0.212,0.579,0.239C3.948,4.999,3.986,5,3.998,5 M5.002,31h20V7h-20V31\"><\/path><\/g><polygon points=\"7,23 7,21 19,21 19,23 7,23\"><\/polygon><polygon points=\"7,15 7,13 23,13 23,15 7,15\"><\/polygon><polygon points=\"7,19 7,17 23,17 23,19 7,19\"><\/polygon><\/g><\/svg><\/span><span class=\"gb-text\"><span>Cybersecurity<\/span><\/span><\/p>\n\n\n\n<p class=\"gb-text-e70b6cca\"><span class=\"gb-shape\"><svg height=\"512\" viewBox=\"0 0 512 512\" width=\"512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title><\/title><path d=\"M346.65,304.3a136,136,0,0,0-180.71,0,21,21,0,1,0,27.91,31.38,94,94,0,0,1,124.89,0,21,21,0,0,0,27.91-31.4Z\"><\/path><path d=\"M256.28,183.7a221.47,221.47,0,0,0-151.8,59.92,21,21,0,1,0,28.68,30.67,180.28,180.28,0,0,1,246.24,0,21,21,0,1,0,28.68-30.67A221.47,221.47,0,0,0,256.28,183.7Z\"><\/path><path d=\"M462,175.86a309,309,0,0,0-411.44,0,21,21,0,1,0,28,31.29,267,267,0,0,1,355.43,0,21,21,0,0,0,28-31.31Z\"><\/path><circle cx=\"256.28\" cy=\"393.41\" r=\"32\"><\/circle><\/svg><\/span><span class=\"gb-text\"><span>Online Self-Paced<\/span><\/span><\/p>\n\n\n\n<div class=\"gb-element-a1c1979d\">\n\n<\/div>\n<\/div>\n\n\n\n<p class=\"gb-text gb-text-62da73b0\">Instructor: <a href=\"#meet\">Jason Crossland<\/a><\/p>\n\n<\/div><\/div>\n<\/div>\n\n\n\n<ul class=\"gb-element-3b251fe0 no-margin-list\">\n<li class=\"gb-text-9df43b5f\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Designed and taught by Jason Crossland<\/span><\/li>\n\n\n\n<li class=\"gb-text-8ef0cc7e\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>LIVE<\/strong> monthly seminars and office hours<\/span><\/li>\n\n\n\n<li class=\"gb-text-5768d35b\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Engaging learning including video walkthroughs and hands-on activities<\/span><\/li>\n\n\n\n<li class=\"gb-text-4ae8a500\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Satisfaction guaranteed. <strong>Explore the course with no risk.<\/strong><\/span><\/li>\n\n\n\n<li class=\"gb-text-b938d17a\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Save $300<\/strong> with the Certificate vs. buying courses separately<\/span><\/li>\n<\/ul>\n<\/div>\n\n<\/div>\n\n\n<div class=\"grid-course-body gb-element-8a21a8dd\">\n<div class=\"gb-element-6b1128d0\">\n<div>\n<p class=\"gb-text\">Move beyond analytics to the <strong>algorithms, tools, and cyber incident response playbooks that power today\u2019s best IDPS deployments<\/strong>.&nbsp; In Johns Hopkins Engineering\u2019s Machine Learning and Emerging Technology for Intrusion Detection course, created by senior APL engineer Jason Crossland, you will complete the final course in the Intrusion Detection certificate program.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Each hands-on project will discuss and present various concepts of machine learning principles and algorithms used, anonymization, de-anonymization, and how \u201cthe onion router\u201d (ToR) is used to obfuscate and hide a person\u2019s Internet Protocol (IP) address.\u202f We will conclude this course with a discussion on cybersecurity incident response (IR) management principles, prioritization approaches, and activities. The top five challenges for cyber IR management will be presented, and a case study reinforcing the importance of organizations having a cyber incident response plan will be provided.\u202f<\/p>\n\n\n\n<p>Imagine if no technologies, capabilities, or solutions existed to enhance IDPS activities or free cyber defenders, incident responders, and cybersecurity service providers (CSSPs) to focus on advanced and critical tasks such as identifying, detecting, protecting, responding, and recovering. Commercial IDPSs and related cybersecurity tools would advance more slowly, leaving our nation further behind cyber adversaries in adopting advanced tools, technologies, and processes needed to project cyber strength at scale.&nbsp;&nbsp;<\/p>\n<\/div>\n\n\n\n<section id=\"powered\">\n<div class=\"gb-element-dd8fa489\">\n<h2 class=\"gb-text gb-text-2d12794a\">Powered by Engineering for Professionals<\/h2>\n\n\n\n<p class=\"gb-text gb-text-bba25b78\">A <strong>Top-Ranked Online Grad Program<\/strong> for Computer Information Technology by U.S. News &amp; World Report<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-841f388f\">\n<div class=\"gb-element-f87a43e6\">\n<img decoding=\"async\" class=\"gb-media-a4d8b1d0\" src=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/03\/BOP13-GRAD-InfoTech-2025_OL-500.png\"\/>\n<\/div>\n\n\n\n<p class=\"gb-text gb-text-e527ac10\">Johns Hopkins Engineering&#8217;s Executive and Professional Education delivers executive education courses from the same faculty behind Johns Hopkins Engineering for Professionals, a top-ranked online, part-time graduate program in computer information technology. This ranking includes our master&#8217;s programs in computer science, artificial intelligence, cybersecurity, information systems engineering, and data science. <br><\/p>\n<\/div>\n<\/section>\n\n\n\n<div>\n<p class=\"gb-text\">This course follows a<strong>n industry-standard hacking methodology and builds critical skills across the entire hacking lifecycle<\/strong>\u2014from reconnaissance to exploitation and post-access activities. Through interactive assignments, guided instruction, reflective essays, monthly live seminars with the instructor, and case studies, you will learn:&nbsp;<\/p>\n\n\n\n<ul class=\"gb-element-38f35e97\">\n<li class=\"gb-text gb-text-95b46ebc\">Train and tune ML models\u2014supervised, unsupervised, and hybrid\u2014to slash false-positives and surface true threats in host- and network-based systems&nbsp;<\/li>\n\n\n\n<li class=\"gb-text gb-text-4eb4d9e2\">Demystify clustering and neural-network principles so you can choose the right algorithm for each data set and explain your decision to leadership<\/li>\n\n\n\n<li class=\"gb-text gb-text-c7cecdde\">Decode and defend against Tor traffic. Learn why encrypted, onion-routed flows slip past traditional sensors and design detection logic that respects privacy while blocking abuse&nbsp;<\/li>\n\n\n\n<li class=\"gb-text gb-text-624decf3\">Map NIST-aligned incident-response steps into actionable playbooks, sequencing the people and technologies you just refined&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"gb-text\">Each module ends with a <strong>portfolio project<\/strong>\u2014training a live classifier, mapping anonymized traffic, or drafting a rapid-response workflow\u2014and all deliverables ladder into a faculty-judged capstone where you redesign an enterprise IDPS architecture using your new ML pipelines and ToR insights.&nbsp;<\/p>\n\n\n\n<p><strong>Become equipped to deploy smarter models, outwit obfuscated attackers, and lead response teams with confidence.&nbsp;<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-49182669\">\n<h2 class=\"gb-text gb-text-76166e86\">Save $300 and Earn the Full Certificate<\/h2>\n\n\n\n<p class=\"gb-text gb-text-b39bbeb5\">Machine Learning and Emerging Technologies for Intrusion Detection is one of 3 courses in the full<\/p>\n\n\n\n<div><\/div>\n\n\n\n<div class=\"gb-element-00daa09d\">\n<div class=\"gb-element-8775b1c9\">\n<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"232\" class=\"gb-media-6f64b6f9\" src=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/03\/Lifelong-Learning-Sample-Certificate-540x417-1-300x232.png\" title=\"Lifelong-Learning-Sample-Certificate-540x417\" srcset=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/03\/Lifelong-Learning-Sample-Certificate-540x417-1-300x232.png 300w, https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/03\/Lifelong-Learning-Sample-Certificate-540x417-1.png 540w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/>\n\n\n\n<p class=\"gb-text gb-text-2f1019d0\"><em>The image is for illustrative purposes only. Actual certificate design subject to change,<\/em><\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"gb-text gb-text-409943b3\">Complete <strong>this course <\/strong>as well as: <\/p>\n\n\n\n<div class=\"gb-query-e5ff6cb3\"><\/div>\n\n\n\n<p class=\"gb-text gb-text-ecccfbf2\"><strong>and the capstone project<\/strong> to earn your Johns Hopkins Certificate of Achievement.<\/p>\n\n\n\n<div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"guarantee\">\n<h2 class=\"gb-text gb-text-7b94ba07\">No Risk: Satisfaction Guaranteed<\/h2>\n\n\n\n<p class=\"gb-text\">Feel confident in your learning journey! If the certificate content is too advanced, not advanced <em>enough<\/em>, or simply doesn\u2019t meet your expectations, we\u2019ve got you covered with our money-back guarantee. <strong>Just contact our team within 7 days from purchase to receive a full refund\u2014no questions asked.<\/strong><\/p>\n<\/div>\n\n\n\n<div>\n<div class=\"gb-element-f6e8d27a\">\n<h2 class=\"gb-text gb-text-6d2573e8\">Meet Your Instructor<\/h2>\n\n\n\n<h3 class=\"gb-text gb-text-3dad39e4\">Jason Crossland<\/h3>\n\n\n\n<p class=\"gb-text gb-text-05becbb4\"><em>Johns Hopkins University, Johns Hopkins Applied Physics Laboratory<\/em><\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-a8e5c9d4\">\n<div>\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"613\" src=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/JasonCrossland.jpg\" alt=\"\" class=\"wp-image-23511\" style=\"width:179px;height:auto\" srcset=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/JasonCrossland.jpg 614w, https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/JasonCrossland-300x300.jpg 300w, https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/JasonCrossland-150x150.jpg 150w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"gb-element-8ad24d4b\">\n<p><strong>Jason Crossland<\/strong> is a Senior Cybersecurity Engineer at the Johns Hopkins University Applied Physics Laboratory with over 23 years of military and civilian experience in cybersecurity, information assurance, and systems engineering. He specializes in mission-focused cyber defense, incident response, and security program management for classified and unclassified systems.<br><\/p>\n<\/div>\n<\/div>\n\n\n\n<p>Jason has taught for 11 years with the Johns Hopkins Engineering for Professionals program. His teaching approach focuses on making complex concepts accessible and practical, helping students apply theory directly to real-world professional challenges.<\/p>\n\n\n\n<h4 class=\"gb-text gb-text-656c578a\"><strong>Jason is Here to Help!<\/strong><\/h4>\n\n\n\n<p class=\"gb-text\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-contrast-color\">Questions about course content? Looking for insight? <strong>Stop by monthly Zoom office hours<\/strong> to talk with Jason and fellow students about what you&#8217;re learning in the course and applications. <\/mark><\/p>\n<\/div>\n\n\n\n<div>\n<h2 class=\"gb-text gb-text-ae67def5\">Prerequisites <\/h2>\n\n\n\n<p class=\"gb-text\">The Certificate is designed for cybersecurity professionals and experienced students. A baseline understanding of cybersecurity concepts will be useful, but there are <strong>no formal prerequisites<\/strong>.&nbsp;<\/p>\n<\/div>\n\n\n\n<section class=\"gb-element-25940295\" id=\"projects\">\n<h2 class=\"gb-text gb-text-67894b60\">Projects You&#8217;ll Build (With Expert Guidance)<\/h2>\n\n\n\n<p class=\"gb-text gb-text-1f16e57b\">Learners gain practical experience through case studies and reflective assignments that discuss and reinforce the concepts presented in each module.<\/p>\n\n\n\n<ul class=\"gb-element-7545aac0\">\n<li class=\"gb-text gb-text-ea805fd2\"><strong>Machine learning I:<\/strong> Study methods of integrating ML into IDPSs to gain high detection accuracy while minimizing false positives.&nbsp;&nbsp;<\/li>\n\n\n\n<li class=\"gb-text gb-text-0f5a76d3\"><strong>Machine learning II<\/strong>: Compare and contrast two highly used ML applications that perform deep learning and artificial intelligence (AI) principles.&nbsp;<\/li>\n\n\n\n<li class=\"gb-text gb-text-0d927267\"><strong>The Onion Router (Tor)<\/strong>: Understand how the leading anonymization network is often used to implement deanonymization attacks due to errors in usage and operation.&nbsp;&nbsp;<\/li>\n\n\n\n<li class=\"gb-text gb-text-141c7e17\"><strong>NIST-CSF functions:<\/strong> Translate NIST-CSF functions into a sequenced incident response plan that integrates&nbsp; ML approaches to detect misuses of ToR network.&nbsp;<\/li>\n\n\n\n<li class=\"gb-text gb-text-f1103e77\"><strong>The Capstone Project:<\/strong> Analyze nine recent attack reports, identify detection gaps, recommend host- and network-level IDS\/IPS solutions (with ML enhancements), and integrate them into a defense-in-depth architecture aligned to NIST CSF functions. The final deliverable is a high-stakes briefing to network engineering and C-suite stakeholders, including ROC visualizations, active-vs-passive response rationale, and a phased mitigation roadmap.<\/li>\n<\/ul>\n<\/section>\n\n\n\n<div>\n<h2 class=\"gb-text gb-text-a710e533\">Course Delivery and Support<\/h2>\n\n\n\n<p class=\"gb-text gb-text-69e09647\">The courses are delivered entirely online through the industry-leading Canvas Learning Management System. This system is supported by the same instructional design team behind Johns Hopkins&#8217; renowned Engineering for Professionals program, which serves thousands of online graduate students each year. <strong>Upon registration, you will receive an email with instructions to create your Hopkins Canvas account and access the videos, readings, files and quizzes. <\/strong><\/p>\n<\/div>\n<\/div>\n\n\n<div class=\"gb-container gb-container-079cd657\">\n<div class=\"gb-container gb-container-c066abdd\" id=\"sticky\">\n\n<p class=\"gb-text gb-text-e62f233e\"><strong>Machine Learning and Emerging Technologies for Intrusion Detection<\/strong><\/p>\n\n\n\n<div class=\"gb-element-792e4ae5 sidebar\">\n<div class=\"gb-element-5fa3d6ea\">\n<div class=\"wp-block-button\"> <a href=\"#\" data-bs-toggle=\"modal\" data-bs-target=\"#frm-modal-0\" class=\"wp-block-button__link btn btn-gold cta-btn\">Start Now<\/a> <\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-9d58f917\">\n<div class=\"wp-block-button\"> <a href=\"#\" data-bs-toggle=\"modal\" data-bs-target=\"#frm-modal-1\" class=\"wp-block-button__link btn btn-navy cta-btn\">Request Info<\/a> <\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-51b8150b\">\n<div class=\"gb-element-9fd42988\">\n<div class=\"gb-element-19badac3\">\n<p class=\"gb-text-ffbc40b7\"><span class=\"gb-shape\"><svg height=\"32px\" id=\"svg2\" version=\"1.1\" viewBox=\"0 0 32 32\" width=\"32px\" xml:space=\"preserve\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><g id=\"background\"><rect fill=\"none\" height=\"32\" width=\"32\" x=\"1\" y=\"1\"><\/rect><\/g><g id=\"book_x5F_text\"><g><path d=\"M27.002,1v1.999h-2V5h2v28h-24c0,0-2,0-2-2V4.018c0-0.006-0.001-0.012-0.001-0.018C0.966,2.645,1.808,1.686,2.556,1.354    C3.294,0.992,3.918,1.004,4.002,1H27.002 M3.998,5C4,5,4.002,5,4.002,5h19V2.999h-19C4,3.005,3.97,2.997,3.853,3.018    c-0.115,0.019-0.274,0.06-0.404,0.125C3.196,3.314,3.035,3.353,3.002,4c0.015,0.5,0.134,0.609,0.272,0.743    c0.144,0.126,0.401,0.212,0.579,0.239C3.948,4.999,3.986,5,3.998,5 M5.002,31h20V7h-20V31\"><\/path><\/g><polygon points=\"7,23 7,21 19,21 19,23 7,23\"><\/polygon><polygon points=\"7,15 7,13 23,13 23,15 7,15\"><\/polygon><polygon points=\"7,19 7,17 23,17 23,19 7,19\"><\/polygon><\/g><\/svg><\/span><span class=\"gb-text\"><span>Cybersecurity<\/span><\/span><\/p>\n\n\n<\/div>\n\n\n\n<p class=\"gb-text-33b6fda5\"><span class=\"gb-shape\"><svg height=\"512\" viewBox=\"0 0 512 512\" width=\"512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title><\/title><path d=\"M346.65,304.3a136,136,0,0,0-180.71,0,21,21,0,1,0,27.91,31.38,94,94,0,0,1,124.89,0,21,21,0,0,0,27.91-31.4Z\"><\/path><path d=\"M256.28,183.7a221.47,221.47,0,0,0-151.8,59.92,21,21,0,1,0,28.68,30.67,180.28,180.28,0,0,1,246.24,0,21,21,0,1,0,28.68-30.67A221.47,221.47,0,0,0,256.28,183.7Z\"><\/path><path d=\"M462,175.86a309,309,0,0,0-411.44,0,21,21,0,1,0,28,31.29,267,267,0,0,1,355.43,0,21,21,0,0,0,28-31.31Z\"><\/path><circle cx=\"256.28\" cy=\"393.41\" r=\"32\"><\/circle><\/svg><\/span><span class=\"gb-text\"><span>Online Self-Paced<\/span><\/span><\/p>\n\n\n\n<div class=\"gb-element-f592b55f\">\n\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"gb-text gb-text-a4f860ba\"><strong>No Risk: Explore the Certificate for 7 Days<\/strong><\/p>\n\n<\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Reveal insights, drive decisions, advance your career.<\/p>\n","protected":false},"featured_media":20086,"template":"","format":[48],"meta":{"_acf_changed":false,"footnotes":""},"categories":[3],"company":[],"offering":[44],"class_list":["post-20074","course","type-course","status-publish","has-post-thumbnail","hentry","category-cybersecurity","format-online-self-paced","offering-course"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning and Emerging Technologies for Intrusion Detection - Executive &amp; Professional Education<\/title>\n<meta name=\"description\" content=\"Explore cutting-edge methods in machine learning and emerging technologies with Johns Hopkins Engineering Executive and Professional Education&#039;s Machine Learning and Emerging Technologies course. Master AI tools, automation, data modeling, and trends shaping the future.\" \/>\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\/ExecEd\/course\/machine-learning-emerging-technologies\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning and Emerging Technologies for Intrusion Detection - Executive &amp; Professional Education\" \/>\n<meta property=\"og:description\" content=\"Explore cutting-edge methods in machine learning and emerging technologies with Johns Hopkins Engineering Executive and Professional Education&#039;s Machine Learning and Emerging Technologies course. Master AI tools, automation, data modeling, and trends shaping the future.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/\" \/>\n<meta property=\"og:site_name\" content=\"Executive &amp; Professional Education\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-07T21:31:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-1024x683.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"683\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\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=\"21 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/\",\"url\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/\",\"name\":\"Machine Learning and Emerging Technologies for Intrusion Detection - Executive &amp; Professional Education\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc.png\",\"datePublished\":\"2025-09-22T20:24:22+00:00\",\"dateModified\":\"2026-01-07T21:31:45+00:00\",\"description\":\"Explore cutting-edge methods in machine learning and emerging technologies with Johns Hopkins Engineering Executive and Professional Education's Machine Learning and Emerging Technologies course. Master AI tools, automation, data modeling, and trends shaping the future.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/#primaryimage\",\"url\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc.png\",\"contentUrl\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc.png\",\"width\":2560,\"height\":1707},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/course\\\/machine-learning-emerging-technologies\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Courses\",\"item\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/courses\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Machine Learning and Emerging Technologies for Intrusion Detection\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/#website\",\"url\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/\",\"name\":\"Executive &amp; Professional Education\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/#organization\",\"name\":\"Executive &amp; Professional Education\",\"url\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/LL-header-logo-v2-e1750094828981.png\",\"contentUrl\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/LL-header-logo-v2-e1750094828981.png\",\"width\":225,\"height\":70,\"caption\":\"Executive &amp; Professional Education\"},\"image\":{\"@id\":\"https:\\\/\\\/engineering.jhu.edu\\\/ExecEd\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning and Emerging Technologies for Intrusion Detection - Executive &amp; Professional Education","description":"Explore cutting-edge methods in machine learning and emerging technologies with Johns Hopkins Engineering Executive and Professional Education's Machine Learning and Emerging Technologies course. Master AI tools, automation, data modeling, and trends shaping the future.","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:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/","og_locale":"en_US","og_type":"article","og_title":"Machine Learning and Emerging Technologies for Intrusion Detection - Executive &amp; Professional Education","og_description":"Explore cutting-edge methods in machine learning and emerging technologies with Johns Hopkins Engineering Executive and Professional Education's Machine Learning and Emerging Technologies course. Master AI tools, automation, data modeling, and trends shaping the future.","og_url":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/","og_site_name":"Executive &amp; Professional Education","article_modified_time":"2026-01-07T21:31:45+00:00","og_image":[{"width":1024,"height":683,"url":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc-1024x683.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"21 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/","url":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/","name":"Machine Learning and Emerging Technologies for Intrusion Detection - Executive &amp; Professional Education","isPartOf":{"@id":"https:\/\/engineering.jhu.edu\/ExecEd\/#website"},"primaryImageOfPage":{"@id":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/#primaryimage"},"image":{"@id":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/#primaryimage"},"thumbnailUrl":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc.png","datePublished":"2025-09-22T20:24:22+00:00","dateModified":"2026-01-07T21:31:45+00:00","description":"Explore cutting-edge methods in machine learning and emerging technologies with Johns Hopkins Engineering Executive and Professional Education's Machine Learning and Emerging Technologies course. Master AI tools, automation, data modeling, and trends shaping the future.","breadcrumb":{"@id":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/#primaryimage","url":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc.png","contentUrl":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/09\/man-wearing-headset-working-on-laptop-computer-lat-2025-03-16-15-58-41-utc.png","width":2560,"height":1707},{"@type":"BreadcrumbList","@id":"https:\/\/engineering.jhu.edu\/ExecEd\/course\/machine-learning-emerging-technologies\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/engineering.jhu.edu\/ExecEd\/"},{"@type":"ListItem","position":2,"name":"Courses","item":"https:\/\/engineering.jhu.edu\/ExecEd\/courses\/"},{"@type":"ListItem","position":3,"name":"Machine Learning and Emerging Technologies for Intrusion Detection"}]},{"@type":"WebSite","@id":"https:\/\/engineering.jhu.edu\/ExecEd\/#website","url":"https:\/\/engineering.jhu.edu\/ExecEd\/","name":"Executive &amp; Professional Education","description":"","publisher":{"@id":"https:\/\/engineering.jhu.edu\/ExecEd\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/engineering.jhu.edu\/ExecEd\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/engineering.jhu.edu\/ExecEd\/#organization","name":"Executive &amp; Professional Education","url":"https:\/\/engineering.jhu.edu\/ExecEd\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/engineering.jhu.edu\/ExecEd\/#\/schema\/logo\/image\/","url":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/04\/LL-header-logo-v2-e1750094828981.png","contentUrl":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-content\/uploads\/2025\/04\/LL-header-logo-v2-e1750094828981.png","width":225,"height":70,"caption":"Executive &amp; Professional Education"},"image":{"@id":"https:\/\/engineering.jhu.edu\/ExecEd\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/course\/20074","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/course"}],"about":[{"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/types\/course"}],"version-history":[{"count":11,"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/course\/20074\/revisions"}],"predecessor-version":[{"id":23547,"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/course\/20074\/revisions\/23547"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/media\/20086"}],"wp:attachment":[{"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/media?parent=20074"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/categories?post=20074"},{"taxonomy":"company","embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/company?post=20074"},{"taxonomy":"format","embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/format?post=20074"},{"taxonomy":"offering","embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ExecEd\/wp-json\/wp\/v2\/offering?post=20074"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}