Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com

<!DOCTYPE html> <html lang="en"> <head> <meta name="pageKey" content="d_learning_course_guest">  <meta name="locale" content="en_US"> <meta id="config" data-app-version="2.0.2343" data-call-tree-id="AAYuUGHfPV+Grd/G17Vb7A==" data-multiproduct-name="learning-guest-frontend" data-service-name="learning-guest-frontend" data-browser-id="f5c03947-dd16-4954-8342-498e01c4b6e2" data-enable-page-view-heartbeat-tracking data-page-instance="urn:li:page:learning_course_guest;EGgL8ozPQLSPRjrS3X/VlQ==" data-disable-jsbeacon-pagekey-suffix="false" data-member-id="0" data-dna-member-lix-treatment="control" data-human-member-lix-treatment="control" data-dfp-member-lix-treatment="control"> <link rel="canonical" href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra">     <link rel="manifest" href="/homepage-guest/manifest.json" crossorigin="use-credentials">  <script> function getDfd() {let yFn,nFn;const p=new Promise(function(y, n){yFn=y;nFn=n;});p.resolve=yFn;p.reject=nFn;return p;} window.lazyloader = getDfd(); window.tracking = getDfd(); window.impressionTracking = getDfd(); window.ingraphTracking = getDfd(); window.appDetection = getDfd(); window.pemTracking = getDfd(); </script>  <link rel="icon" href="https://static.licdn.com/aero-v1/sc/h/444zstxv7s91nepfm5et6ofge"> <title>Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com</title> <meta name="robots" content="noarchive, max-image-preview:large"> <meta name="description" content="Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms."> <meta property="og:site_name" content="LinkedIn"> <meta name="twitter:site" content="@LI_Learning"> <meta name="twitter:card" content="summary"> <meta name="litmsProfileName" content="learning-guest-frontend"> <meta property="og:title" content="Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com"> <meta name="twitter:title" content="Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com"> <meta property="og:description" content="Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms."> <meta name="twitter:description" content="Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms."> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk"> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk">  <meta property="og:url" content="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra"> <meta property="og:type" content="website"> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/learning-guest/api/ingraphs/gauge" data-counter-metric-endpoint="/learning-guest/api/ingraphs/counter"> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/bhnsb9vw0f84m4sarx55jrypn"> <script type="application/ld+json"> {"@context":"http://schema.org/","@type":"Course","provider":{"@type":"Organization","name":"LinkedIn Learning","url":"https://www.linkedin.com/learning/"},"publisher":{"@type":"Organization","name":"LinkedIn Learning","url":"https://www.linkedin.com/learning/"},"hasCourseInstance":{"@type":"CourseInstance","courseMode":"online","courseWorkload":"PT1H20M44S","instructor":[{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"}]},"inLanguage":"en","name":"Machine Learning Foundations: Linear Algebra","offers":[{"@type":"Offer","category":"Subscription"},{"@type":"Offer","category":"Paid","price":"30.27","priceCurrency":"SGD"}],"description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","image":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","creator":[{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"}],"author":[{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"}],"dateCreated":"2022-08-30","datePublished":"2022-08-30","thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","timeRequired":"PT1H20M44S","totalHistoricalEnrollment":41344,"url":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra","about":[{"@type":"Thing","url":"https://www.linkedin.com/learning/search?keywords=Linear+Algebra","name":"Linear Algebra"},{"@type":"Thing","url":"https://www.linkedin.com/learning/topics/machine-learning","name":"Machine Learning"}],"hasPart":[[{"@type":"VideoObject","name":"Introduction - Introduction","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT1M5S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction"},{"@type":"VideoObject","name":"What you should know - Introduction","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT1M4S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/what-you-should-know"}],[{"@type":"VideoObject","name":"Defining linear algebra - 1. Introduction to Linear Algebra","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M22S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/defining-linear-algebra"},{"@type":"VideoObject","name":"Applications of linear algebra in ML - 1. Introduction to Linear Algebra","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT5M4S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/applications-of-linear-algebra-in-ml"}],[{"@type":"VideoObject","name":"Introduction to vectors - 2. Vectors Basics","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT4M47S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction-to-vectors"},{"@type":"VideoObject","name":"Vector arithmetic - 2. Vectors Basics","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M58S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/vector-arithmetic"},{"@type":"VideoObject","name":"Coordinate system - 2. Vectors Basics","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M6S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/coordinate-system"}],[{"@type":"VideoObject","name":"Dot product of vectors - 3. Vector Projections and Basis","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M10S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/dot-product-of-vectors"},{"@type":"VideoObject","name":"Scalar and vector projection - 3. Vector Projections and Basis","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M20S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/scalar-and-vector-projection"},{"@type":"VideoObject","name":"Changing basis of vectors - 3. Vector Projections and Basis","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT4M16S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/changing-basis-of-vectors"},{"@type":"VideoObject","name":"Basis, linear independence, and span - 3. Vector Projections and Basis","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M54S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/basis-linear-independence-and-span"}],[{"@type":"VideoObject","name":"Matrices introduction - 4. Introduction to Matrices","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M44S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/matrices-introduction"},{"@type":"VideoObject","name":"Types of matrices - 4. Introduction to Matrices","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M46S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/types-of-matrices"},{"@type":"VideoObject","name":"Types of matrix transformation - 4. Introduction to Matrices","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M51S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/types-of-matrix-transformation"},{"@type":"VideoObject","name":"Composition or combination of matrix transformations - 4. Introduction to Matrices","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M55S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/composition-or-combination-of-matrix-transformations"}],[{"@type":"VideoObject","name":"Solving linear equations using Gaussian elimination - 5. Gaussian Elimination","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT4M","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/solving-linear-equations-using-gaussian-elimination"},{"@type":"VideoObject","name":"Gaussian elimination and finding the inverse matrix - 5. Gaussian Elimination","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M6S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/gaussian-elimination-and-finding-the-inverse-matrix"},{"@type":"VideoObject","name":"Inverse and determinant - 5. Gaussian Elimination","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M58S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/inverse-and-determinant"}],[{"@type":"VideoObject","name":"Matrices changing basis - 6. Matrices from Orthogonality to Gram–Schmidt Process","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M9S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/matrices-changing-basis"},{"@type":"VideoObject","name":"Transforming to the new basis - 6. Matrices from Orthogonality to Gram–Schmidt Process","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M48S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/transforming-to-the-new-basis"},{"@type":"VideoObject","name":"Orthogonal matrix - 6. Matrices from Orthogonality to Gram–Schmidt Process","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M10S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/orthogonal-matrix"},{"@type":"VideoObject","name":"Gram–Schmidt process - 6. Matrices from Orthogonality to Gram–Schmidt Process","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M52S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/gram-schmidt-process"}],[{"@type":"VideoObject","name":"Introduction to eigenvalues and eigenvectors - 7. Eigenvalues and Eigenvectors","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT2M36S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction-to-eigenvalues-and-eigenvectors"},{"@type":"VideoObject","name":"Calculating eigenvalues and eigenvectors - 7. Eigenvalues and Eigenvectors","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M9S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/calculating-eigenvalues-and-eigenvectors"},{"@type":"VideoObject","name":"Changing to the eigenbasis - 7. Eigenvalues and Eigenvectors","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M58S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/changing-to-the-eigenbasis"},{"@type":"VideoObject","name":"Google PageRank algorithm - 7. Eigenvalues and Eigenvectors","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT3M57S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/google-pagerank-algorithm"}],[{"@type":"VideoObject","name":"Next steps - Conclusion","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT39S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":true,"isAccessibleForFree":false,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/next-steps"}]],"syllabusSections":[{"@type":"Syllabus","name":"Introduction","timeRequired":"PT1M5S","description":"Take a closer look at the advantages of linear algebra and explore the goals of this course."},{"@type":"Syllabus","name":"What you should know","timeRequired":"PT1M4S","description":"Before starting this course, explore what skills and knowledge you need to have to be successful in this course. Additionally, explore all installation requirements you need to set up before you proceed."},{"@type":"Syllabus","name":"Defining linear algebra","timeRequired":"PT2M22S","description":"Discover what linear algebra is and how it is different from algebra in this video. Explore reasons why its knowledge is a prerequisite for machine learning practitioners."},{"@type":"Syllabus","name":"Applications of linear algebra in ML","timeRequired":"PT5M4S","description":"Explore applications of linear algebra in machine learning. It is used when working with data such as tabular sets and images and its notation, concepts, and methods are present in many fields from deep learning to natural language processing."},{"@type":"Syllabus","name":"Introduction to vectors","timeRequired":"PT4M47S","description":"Learn what a vector is, how to define one, and explore concepts such as magnitude and direction."},{"@type":"Syllabus","name":"Vector arithmetic","timeRequired":"PT3M58S","description":"In this video, learn about vector arithmetic, where all operations are performed element-wise between two vectors of equal length to result in a new vector with the same length. Learn how to perform vector arithmetic, addition, subtraction, and multiplication."},{"@type":"Syllabus","name":"Coordinate system","timeRequired":"PT3M6S","description":"In this video, discover what a coordinate system is and explore how to represent vectors in a coordinate system as points in the plane."},{"@type":"Syllabus","name":"Dot product of vectors","timeRequired":"PT3M10S","description":"In this video, learn how to perform additional operations, called dot product of vectors, which is the key tool used for calculating vector projection, vector decomposition, and orthogonality."},{"@type":"Syllabus","name":"Scalar and vector projection","timeRequired":"PT3M20S","description":"Learn the difference between scalar and vector projections so you can find the vector projections of one vector onto another."},{"@type":"Syllabus","name":"Changing basis of vectors","timeRequired":"PT4M16S","description":"Explore how to change the basis of vectors which helps to make computation as efficient as possible."},{"@type":"Syllabus","name":"Basis, linear independence, and span","timeRequired":"PT2M54S","description":"Learn about important concepts of linear combination, linear independence, and span that are crucial for broader vector and matrix operations."},{"@type":"Syllabus","name":"Matrices introduction","timeRequired":"PT2M44S","description":"In this video, learn what a matrix is, explore the connection between vectors and matrices, and how to solve simultaneous equations problems with matrices that transform vectors."},{"@type":"Syllabus","name":"Types of matrices","timeRequired":"PT2M46S","description":"Learn different types of matrices and how matrices can be applied to transform the space."},{"@type":"Syllabus","name":"Types of matrix transformation","timeRequired":"PT2M51S","description":"In this video, explore different types of matrix transformations using different matrices."},{"@type":"Syllabus","name":"Composition or combination of matrix transformations","timeRequired":"PT2M55S","description":"In this video, explore the case when you apply one matrix transformation over another and how it affects matrices."},{"@type":"Syllabus","name":"Solving linear equations using Gaussian elimination","timeRequired":"PT4M","description":"Explore a simple and powerful technique called Gaussian elimination to solve a system of linear equations."},{"@type":"Syllabus","name":"Gaussian elimination and finding the inverse matrix","timeRequired":"PT3M6S","description":"Learn how to solve systems of equations using inverse matrices in this video."},{"@type":"Syllabus","name":"Inverse and determinant","timeRequired":"PT2M58S","description":"Learn which matrices have inverse and determinants, why they are important, and different ways to calculate them."},{"@type":"Syllabus","name":"Matrices changing basis","timeRequired":"PT2M9S","description":"Explore an important concept of change of basis of a matrix from one set of basis to another using dot product."},{"@type":"Syllabus","name":"Transforming to the new basis","timeRequired":"PT2M48S","description":"In this video, dive into the last concept of transformation that transforms the vector with reference to another basis."},{"@type":"Syllabus","name":"Orthogonal matrix","timeRequired":"PT2M10S","description":"Learn about the transpose operation and how it is linked to the orthogonal matrix. That way, you can apply the orthonormal basis factor which makes the orthogonal matrix whose inverse is also its transpose."},{"@type":"Syllabus","name":"Gram–Schmidt process","timeRequired":"PT2M52S","description":"Learn what the Gram–Schmidt process is and why it is important."},{"@type":"Syllabus","name":"Introduction to eigenvalues and eigenvectors","timeRequired":"PT2M36S","description":"Decomposing a matrix in terms of its eigenvalues and eigenvectors gives valuable insights into the properties of the matrix. Learn what eigenvalues and eigenvectors are and how they are used to achieve that."},{"@type":"Syllabus","name":"Calculating eigenvalues and eigenvectors","timeRequired":"PT3M9S","description":"Learn how to calculate eigenvalues and eigenvectors using a simple technique."},{"@type":"Syllabus","name":"Changing to the eigenbasis","timeRequired":"PT3M58S","description":"Sometimes, it's necessary to apply the same matrix multiplication numerous times. In this video, learn a method to achieve that without a large computational cost."},{"@type":"Syllabus","name":"Google PageRank algorithm","timeRequired":"PT3M57S","description":"Explore the most famous Google algorithm for PageRank and how it's connected to eigenvalues and eigenvectors."},{"@type":"Syllabus","name":"Next steps","timeRequired":"PT39S","description":"Learn where to go from here in this video."}],"aggregateRating":{"@type":"AggregateRating","ratingCount":1328,"ratingValue":4.3,"bestRating":5,"worstRating":1},"review":[{"@type":"Review","author":{"@type":"Person","name":"Carol V.","jobTitle":"Senior Product Manager | Healthcare Innovation and Strategist | Thought Leader | Team Leader and Mentor","url":"https://www.linkedin.com/in/carol-vomacka"},"reviewRating":{"@type":"Rating","ratingValue":1},"reviewBody":"The instructor is knowledgeable about the subject, but her accent and speech patterns makes it difficult to focus on the course content. I could only get through it by increasing the speed of the video, it helped reduce her accent. The pacing is too fast for beginners, and there is a noticeable lack of examples. There is no explanation of how the concepts relate to machine learning; it feels like a series of formulas presented one after another. I am not sure why this information is relevant to how machines learn or why I am learning this information. I am highly disappointed in what is clearly an important topic in the field. It's clearly a course for advanced math learners, not for beginners wanting to learn about Ai.","datePublished":"2025-01-28T14:48:53.589Z","publisher":{"@type":"Organization","name":"LinkedIn"},"bestRating":5,"worstRating":1},{"@type":"Review","author":{"@type":"Person","name":"Kunal Rathod","jobTitle":"Strategic Sourcing (Electrical & Electronics) for Super Premium and Cooperation projects.","url":"https://in.linkedin.com/in/kunal-rathod-a8002567"},"reviewRating":{"@type":"Rating","ratingValue":5},"reviewBody":"Course was really good and usefull for brushup the basic level of linear algebra, vectors, matrix, and machine learning concept. ","datePublished":"2025-01-23T06:19:05.937Z","publisher":{"@type":"Organization","name":"LinkedIn"},"bestRating":5,"worstRating":1}],"video":{"@type":"VideoObject","name":"Introduction - Machine Learning Foundations: Linear Algebra","author":{"@type":"Person","name":"Terezija Semenski","description":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","jobTitle":"Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter","url":"https://hr.linkedin.com/in/terezijasemenski"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk","description":"Explore the fundamentals of linear algebra, the mathematical foundation of machine learning algorithms.","duration":"PT1M5S","datePublished":"2022-08-30","uploadDate":"2022-08-30","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction"},"educationalLevel":"Intermediate","educationalCredentialAwarded":[{"@type":"EducationalOccupationalCredential","name":"LinkedIn Learning Certificate of Completion","url":"https://www.linkedin.com/help/learning/answer/a598944/learning-certificates-of-completion-faqs","credentialCategory":"Certificate","offers":[{"@type":"Offer","category":"Subscription"}]}]} </script>  </head> <body dir="ltr">   <a href="#main-content" class="skip-link btn-md btn-primary absolute z-11 -top-[100vh] focus:top-0"> Skip to main content </a> <header class="header base-detail-page__header px-mobile-container-padding bg-color-background-container global-alert-offset sticky-header"> <nav class="nav pt-1.5 pb-2 flex items-center justify-between relative flex-nowrap babymamabear:py-1.5 nav--minified-mobile " aria-label="Primary"> <a href="https://www.linkedin.com/learning/?trk=learning-course_nav-header-logo" class="nav__logo-link link-no-visited-state z-1 mr-auto min-h-[52px] flex items-center babybear:z-0 hover:no-underline focus:no-underline active:no-underline babymamabear:mr-3" data-tracking-control-name="learning-course_nav-header-logo" data-tracking-will-navigate> <div class="learning-logo"> <icon class="learning-logo__inbug onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4zqr0f9jf98vi2nkijyc3bex2"></icon> <span class="learning-logo__text" aria-hidden="true">Learning</span> <span class="sr-only">LinkedIn Learning</span> </div> </a> <section class="search-bar relative flex flex-grow h-[40px] bg-cool-gray-20 min-w-0 max-w-full mx-4 rounded-sm babymamabear:mx-0 babymamabear:mb-1.5 babymamabear:bg-color-transparent babymamabear:w-full babymamabear:flex babymamabear:flex-wrap search-bar--minified-mobile" data-current-search-type="LEARNING"> <button class="search-bar__placeholder papabear:hidden text-input w-full mt-1.5 !pl-[14px] border-1 border-solid border-color-border-faint rounded-[2px] h-[40px] max-h-[40px] flex items-center overflow-hidden cursor-text" data-tracking-control-name="learning-course_search-switcher-opener"> <icon class="text-color-icon w-3 h-3 mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/397vrsk6op88l4981ji1xe1qt"></icon> <div class="search-bar__full-placeholder font-sans text-md text-color-text max-w-[calc(100%-40px)] text-left whitespace-nowrap overflow-hidden text-ellipsis">  Search skills, subjects, or software  </div> <span class="sr-only">Expand search</span> </button> <div class="switcher-tabs__trigger-and-tabs babymamabear:flex"> <button aria-expanded="false" class="switcher-tabs__placeholder flex !h-full !py-0 !pl-2 !pr-1.5 border-r-1 border-solid border-r-color-border-faint babymamabear:hidden tab-md papabear:tab-vertical papabear:justify-start cursor-pointer" data-tracking-control-name="learning-course_switcher-tabs-placeholder" aria-describedby="switcher-description"> <span class="switcher-tabs__placeholder-text m-auto"></span> <icon class="switcher-tabs__caret-down-filled onload pointer-events-none block my-auto min-h-[24px] min-w-[24px] h-[24px] babymamabear:hidden" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7asbl4deqijhoy3z2ivveispv"></icon> </button> <div id="switcher-description" class="hidden">This button displays the currently selected search type. When expanded it provides a list of search options that will switch the search inputs to match the current selection. </div>  <div class="switcher-tabs hidden z-[1] w-auto min-w-[160px] mb-1.5 py-1 absolute top-[48px] left-0 border-solid border-1 border-color-border-faint papabear:container-raised babymamabear:static babymamabear:w-[100vw] babymamabear:h-[48px] babymamabear:p-0 overflow-y-hidden overflow-x-auto md:overflow-x-hidden"> <ul class="switcher-tabs__list flex flex-1 items-stretch papabear:flex-col" role="tablist"> <li class="switcher-tabs__tab h-[44px] babymamabear:basis-1/2" role="presentation"> <button aria-controls="jobs-search-panel" aria-selected="false" class="switcher-tabs__button w-full h-full tab-md papabear:tab-vertical papabear:justify-start cursor-pointer " data-switcher-type="JOBS" data-tracking-control-name="learning-course_switcher-tabs-jobs-search-switcher" id="job-switcher-tab" role="tab"> Jobs </button> </li> <li class="switcher-tabs__tab h-[44px] babymamabear:basis-1/2" role="presentation"> <button aria-controls="people-search-panel" aria-selected="false" class="switcher-tabs__button w-full h-full tab-md papabear:tab-vertical papabear:justify-start cursor-pointer " data-switcher-type="PEOPLE" data-tracking-control-name="learning-course_switcher-tabs-people-search-switcher" id="people-switcher-tab" role="tab"> People </button> </li> <li class="switcher-tabs__tab h-[44px] babymamabear:basis-1/2" role="presentation"> <button aria-controls="learning-search-panel" aria-selected="true" class="switcher-tabs__button w-full h-full tab-md papabear:tab-vertical papabear:justify-start cursor-pointer tab-selected" data-switcher-type="LEARNING" data-tracking-control-name="learning-course_switcher-tabs-learning-search-switcher" id="learning-switcher-tab" role="tab"> Learning </button> </li> </ul> <button aria-label="Close" class="switcher-tabs__cancel-btn papabear:hidden block w-6 h-6 m-auto text-color-text-low-emphasis" data-tracking-control-name="learning-course_switcher-tabs-cancel-search-switcher" type="button"> <icon class="switcher-tabs__cancel-icon block w-3 h-3 m-auto onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </div> </div> <section class="base-search-bar w-full h-full" data-searchbar-type="PEOPLE" aria-labelledby="people-switcher-tab" id="people-search-panel" role="tabpanel"> <form class="base-search-bar__form w-full flex babymamabear:mx-mobile-container-padding babymamabear:flex-col" role="search" action="/pub/dir" data-tracking-control-name="learning-course_people-search-bar_base-search-bar-form"> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 search-input"> <input aria-label="First Name" autocomplete="on" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_people-search-bar_first-name_dismissable-input" maxlength="500" name="firstName" placeholder="First Name" type="search"> <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_people-search-bar_first-name_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 search-input"> <input aria-label="Last Name" autocomplete="on" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_people-search-bar_last-name_dismissable-input" maxlength="500" name="lastName" placeholder="Last Name" type="search"> <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_people-search-bar_last-name_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <input name="trk" value="learning-course_people-search-bar_search-submit" type="hidden"> <button class="base-search-bar__submit-btn block basis-[40px] flex-shrink-0 cursor-pointer babymamabear:invisible babymamabear:ml-[-9999px] babymamabear:w-[1px] babymamabear:h-[1px]" aria-label="Search" data-tracking-control-name="learning-course_people-search-bar_base-search-bar-search-submit" type="submit"> <icon class="base-search-bar__search-icon onload mx-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cb5bsr4tsn2r4sjg9e3ls4tjl"></icon> </button> </form> </section> <section class="base-search-bar w-full h-full" data-searchbar-type="JOBS" aria-labelledby="job-switcher-tab" id="jobs-search-panel" role="tabpanel"> <form class="base-search-bar__form w-full flex babymamabear:mx-mobile-container-padding babymamabear:flex-col" role="search" action="/jobs/search" data-tracking-control-name="learning-course_jobs-search-bar_base-search-bar-form"> <code id="i18n_aria_live_text_no-suggestions" style="display: none"></code> <code id="i18n_aria_live_text_one-suggestion" style="display: none"></code> <code id="i18n_aria_live_text_multiple-suggestions" style="display: none"></code> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 typeahead-input keywords-typeahead-input text-input"> <input aria-autocomplete="list" aria-controls="job-search-bar-keywords-typeahead-list" aria-haspopup="listbox" aria-label="Search job titles or companies" autocomplete="off" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_dismissable-input" id="job-search-bar-keywords" maxlength="500" name="keywords" placeholder="Search job titles or companies" role="combobox" type="search">  <div class="typeahead-input__dropdown container-lined absolute top-[calc(100%+3px)] left-0 w-full rounded-b-md rounded-t-none z-[10] overflow-hidden max-w-none babybear:min-w-full babybear:bottom-0 babybear:overflow-y-auto"> <template class="typeahead-item-template"> <li class="typeahead-input__dropdown-item py-1.5 px-2 hover:cursor-pointer hover:bg-color-surface-new-hover hover:border-y-2 hover:border-solid hover:border-color-container-primary" role="option"> <span class="typeahead-input__dropdown-text font-sans text-sm font-bold text-color-text"></span> </li> </template> <ul class="typeahead-input__dropdown-list w-full" id="job-search-bar-keywords-typeahead-list" role="listbox"></ul> </div>  <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section>  <code id="i18n_aria_live_text_no-suggestions" style="display: none"></code> <code id="i18n_aria_live_text_one-suggestion" style="display: none"></code> <code id="i18n_aria_live_text_multiple-suggestions" style="display: none"></code> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 typeahead-input location-typeahead-input"> <input aria-autocomplete="list" aria-controls="job-search-bar-location-typeahead-list" aria-haspopup="listbox" aria-label="Location" autocomplete="off" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_dismissable-input" id="job-search-bar-location" maxlength="500" name="location" placeholder="Location" role="combobox" value="Singapore" type="search">  <div class="typeahead-input__dropdown container-lined absolute top-[calc(100%+3px)] left-0 w-full rounded-b-md rounded-t-none z-[10] overflow-hidden max-w-none babybear:min-w-full babybear:bottom-0 babybear:overflow-y-auto"> <template class="typeahead-item-template"> <li class="typeahead-input__dropdown-item py-1.5 px-2 hover:cursor-pointer hover:bg-color-surface-new-hover hover:border-y-2 hover:border-solid hover:border-color-container-primary" role="option"> <span class="typeahead-input__dropdown-text font-sans text-sm font-bold text-color-text"></span> </li> </template> <ul class="typeahead-input__dropdown-list w-full" id="job-search-bar-location-typeahead-list" role="listbox"></ul> </div>  <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <input name="geoId" value="111422291" type="hidden"> <input name="trk" value="learning-course_jobs-search-bar_search-submit" type="hidden"> <button class="base-search-bar__submit-btn block basis-[40px] flex-shrink-0 cursor-pointer babymamabear:invisible babymamabear:ml-[-9999px] babymamabear:w-[1px] babymamabear:h-[1px]" aria-label="Search" data-tracking-control-name="learning-course_jobs-search-bar_base-search-bar-search-submit" type="submit"> <icon class="base-search-bar__search-icon onload mx-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cb5bsr4tsn2r4sjg9e3ls4tjl"></icon> </button> </form> </section> <section class="base-search-bar w-full h-full" data-searchbar-type="LEARNING" aria-labelledby="learning-switcher-tab" id="learning-search-panel" role="tabpanel"> <form class="base-search-bar__form w-full flex babymamabear:mx-mobile-container-padding babymamabear:flex-col" role="search" action="/learning/search" data-tracking-control-name="learning-course_learning-search-bar_base-search-bar-form"> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 search-input"> <input aria-label="Search skills, subjects, or software" autocomplete="on" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_learning-search-bar_keywords_dismissable-input" maxlength="500" name="keywords" placeholder="Search skills, subjects, or software" type="search"> <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_learning-search-bar_keywords_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <input class="nav__search-uoo" name="upsellOrderOrigin" type="hidden"> <input name="trk" value="learning-course_learning-search-bar_search-submit" type="hidden"> <button class="base-search-bar__submit-btn block basis-[40px] flex-shrink-0 cursor-pointer babymamabear:invisible babymamabear:ml-[-9999px] babymamabear:w-[1px] babymamabear:h-[1px]" aria-label="Search" data-tracking-control-name="learning-course_learning-search-bar_base-search-bar-search-submit" type="submit"> <icon class="base-search-bar__search-icon onload mx-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cb5bsr4tsn2r4sjg9e3ls4tjl"></icon> </button> </form> </section> <div aria-live="polite" class="search-bar__live-text sr-only" role="status"></div> </section>  <div class="nav__cta-container order-3 flex gap-x-1 justify-end min-w-[100px] flex-nowrap flex-shrink-0 babybear:flex-wrap flex-2 babymamabear:min-w-[50px] ">  <a class="nav__button-tertiary btn-md btn-tertiary" href="http://www.linkedin.com/learning/subscription/products?courseSlug=machine-learning-foundations-linear-algebra&destRedirectURL=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra&trk=learning-course_nav-header-join&upsellTrk=lil_upsell_nav_subscription&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card" data-tracking-control-name="lil_upsell_nav_subscription" data-tracking-impression-name="lil_upsell_nav_subscription" data-test-live-nav-primary-cta data-tracking-will-navigate> Start free trial </a> <a class="nav__button-secondary btn-secondary-emphasis btn-md" href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_nav-header-signin" data-tracking-control-name="learning-course_nav-header-signin" data-tracking-will-navigate> Sign in </a> <a aria-label="Sign in" class="nav__link-person papabear:hidden mamabear:hidden" data-tracking-control-name="learning-course_nav-header-signin" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_nav-header-signin"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </a> </div>   </nav> </header>  <div class="cta-banner "> <div class="enterprise-nav"> <div class="enterprise-nav__content-wrapper"> <p id="enterprise-nav-solutions" class="enterprise-nav__content" tabindex="-1"> Solutions for: </p> <a href="https://learning.linkedin.com/for-entire-companies?src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-business" class="enterprise-nav__content" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" id="business-nav-business">Business</a> <a href="https://learning.linkedin.com/for-higher-education?src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-education" class="enterprise-nav__content" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" id="business-nav-education">Higher Education</a> <a href="https://learning.linkedin.com/for-governments?src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-government" class="enterprise-nav__content" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" id="business-nav-government">Government</a> <a href="/learning/subscription/teams?veh=lil_upx&src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-buy" class="enterprise-nav__content" data-test-live-enterprise-upsell="true" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" data-tracking-impression-name="lil_upsell_learning-course_enterprise-nav_teambuy" id="business-nav-buy">Buy for my team</a> </div> </div>   </div> <main class="main papabear:flex papabear:w-content-max-w papabear:mx-auto papabear:pt-desktop-content-top-margin mamabear:pt-desktop-content-top-margin " id="main-content" role="main"> <section class="core-rail mx-auto papabear:w-core-rail-width mamabear:max-w-[790px] babybear:max-w-[790px]"> <ol class="breadcrumb__list"> <li class="breadcrumb__item"> <a class="breadcrumb__link" href="https://www.linkedin.com/learning/browse?trk=learning-course_breadcrumb" data-tracking-control-name="learning-course_breadcrumb" data-tracking-will-navigate>All topics</a> </li> <li class="breadcrumb__item"> <a class="breadcrumb__link" href="https://www.linkedin.com/learning/topics/technology?trk=learning-course_breadcrumb" data-tracking-control-name="learning-course_breadcrumb" data-tracking-will-navigate>Technology</a> </li> <li class="breadcrumb__item"> <a class="breadcrumb__link" href="https://www.linkedin.com/learning/topics/security-3?trk=learning-course_breadcrumb" data-tracking-control-name="learning-course_breadcrumb" data-tracking-will-navigate>Cybersecurity</a> </li> <li class="breadcrumb__item"> <a class="breadcrumb__link" href="https://www.linkedin.com/learning/topics/cryptography?trk=learning-course_breadcrumb" data-tracking-control-name="learning-course_breadcrumb" data-tracking-will-navigate>Cryptography</a> </li> </ol> <script type="application/ld+json"> {"@context":"http://schema.org/","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"All topics","item":"https://www.linkedin.com/learning/browse"},{"@type":"ListItem","position":2,"name":"Technology","item":"https://www.linkedin.com/learning/topics/technology"},{"@type":"ListItem","position":3,"name":"Cybersecurity","item":"https://www.linkedin.com/learning/topics/security-3"},{"@type":"ListItem","position":4,"name":"Cryptography","item":"https://www.linkedin.com/learning/topics/cryptography"}]} </script> <section class="top-card-layout container-lined overflow-hidden babybear:rounded-[0px]"> <section class="top-card__image-container"> <img class="top-card__image" alt="Machine Learning Foundations: Linear Algebra" data-delayed-url="https://media.licdn.com/dms/image/v2/C560DAQFTT_xVgBuw-w/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1661472217519?e=2147483647&v=beta&t=m-S2YAVTbj6RlIqnhtQSwAeuVN8eTLJUyzr8JNL5Gtk"> <a class="top-card__overlay-button" data-tracking-control-name="course_preview" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction?autoplay=true&trk=course_preview"> <span class="top-card__preview-cta "> <icon class="top-card__preview-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l"> </icon> <span class="top-card__preview-cta-text">Preview</span> </span>  </a> </section> <div class="top-card-layout__card relative p-2 papabear:p-details-container-padding"> <div class="top-card-layout__entity-info-container flex flex-wrap papabear:flex-nowrap"> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full babybear:flex-none babybear:w-full"> <h1 class="top-card-layout__title font-sans text-lg papabear:text-xl font-bold leading-open text-color-text mb-0"> Machine Learning Foundations: Linear Algebra </h1> <h2 class="top-card-layout__headline break-words font-sans text-md leading-open text-color-text"> <div class="top-card__headline-row"> <span class="top-card__headline-row-item top-card__headline-row-item--large">With Terezija Semenski</span> <span class="top-card__headline-row-item">Liked by 919 users</span> </div> <div class="top-card__headline-row"> <span class="top-card__headline-row-item">Duration: 1h 20m</span> <span class="top-card__headline-row-item">Skill level: Intermediate</span> <span class="top-card__headline-row-item">Released: 8/30/2022</span> </div> </h2>   <div class="top-card-layout__cta-container flex flex-wrap mt-0.5 papabear:mt-0 ml-[-12px]"> <a href="http://www.linkedin.com/learning/subscription/products?courseSlug=machine-learning-foundations-linear-algebra&destRedirectURL=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra&trk=course_info&upsellTrk=lil_upsell_course_info_subscription" data-tracking-control-name="lil_upsell_course_info_subscription" data-tracking-impression-name="lil_upsell_course_info_subscription" data-litms-tracking-control-name="lil_upsell_course_info_subscription" data-tracking-will-navigate class="top-card__upsell-link top-card-layout__cta mt-2 ml-1.5 h-auto babybear:flex-auto top-card-layout__cta--primary btn-md btn-primary" data-test-live-course-sub-upsell> Start my 1-month free trial </a> <a class="buy-for-your-team-cta__link top-card-layout__cta mt-2 ml-1.5 h-auto babybear:flex-auto top-card-layout__cta--secondary btn-md btn-secondary" href="/learning/subscription/teams?veh=lil_upx&src=li-lil-upsell&trk=learning-course_buy-for-your-team-cta" data-tracking-control-name="learning-course_buy-for-your-team-cta" data-tracking-impression-name="lil_upsell_learning-course_buy-for-your-team-cta_teambuy" data-test-live-buy-for-your-team-upsell data-tracking-will-navigate> Buy for my team </a> </div> </div>  </div>   </div> </section> <div class="details mx-details-container-padding"> <section class="core-section-container my-3 course-details">  <h2 class="core-section-container__title section-title"> Course details </h2>  <div class="core-section-container__content break-words"> <section class="show-more-less-html course-details__description" data-max-lines="4"> <div class="show-more-less-html__markup show-more-less-html__markup--clamp-after-4 relative overflow-hidden"> Ever wondered what’s really going on underneath a machine learning algorithm? The answer is linear algebra. Without it, machine learning can’t exist. Linear algebra is a prerequisite for understanding and creating nearly all machine learning algorithms, especially those that prop up neural networks, natural language processing tools, and deep learning models.<br><br>Join instructor Terezija Semenski for an in-depth exploration of the core concepts of linear algebra alongside the techniques needed to design and implement a successful machine learning algorithm. Discover the basics of vector arithmetic, vector norms, matrix properties, advanced operations, matrix transformation, and algorithms like Google PageRank. By the end of this course, you’ll be ready to take the principles of linear algebra and apply them to your next big machine learning project. </div> <button class="show-more-less-html__button show-more-less-button show-more-less-html__button--more ml-0.5" data-tracking-control-name="learning-course_show-more-html-btn" aria-label="i18n_show_more" aria-expanded="false">  Show more <icon class="show-more-less-html__button-icon show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less-html__button show-more-less-button show-more-less-html__button--less ml-0.5" data-tracking-control-name="learning-course_show-less-html-btn" aria-label="i18n_show_less" aria-expanded="true">  Show less <icon class="show-more-less-html__button-icon show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button>  </section> </div> </section> <section class="core-section-container my-3 course-skills">  <h2 class="core-section-container__title section-title"> Skills you’ll gain </h2>  <div class="core-section-container__content break-words"> <ul class="course-skills__skill-list"> <li class="course-skills__skill-list-item"> <a href="https://www.linkedin.com/learning/search?keywords=Linear+Algebra&trk=learning-course_pill-list" data-tracking-control-name="learning-course_pill-list" data-tracking-will-navigate class="pill flex w-fit mr-[6px] mb-1 hover:no-underline skill-pill"> Linear Algebra </a> </li> <li class="course-skills__skill-list-item"> <a href="https://www.linkedin.com/learning/topics/machine-learning?trk=learning-course_pill-list" data-tracking-control-name="learning-course_pill-list" data-tracking-will-navigate class="pill flex w-fit mr-[6px] mb-1 hover:no-underline skill-pill"> Machine Learning </a> </li> </ul> </div> </section> <section class="core-section-container my-3">  <h2 class="core-section-container__title section-title"> Earn a sharable certificate </h2>  <div class="core-section-container__content break-words"> <p class="course-certificate__body-paragraph">Share what you’ve learned, and be a standout professional in your desired industry with a certificate showcasing your knowledge gained from the course.</p> <div class="course-certificate__image-container"> <img class="course-certificate__certificate-image" alt="Sample certificate" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/52nu8qc7cfcn7vrftr7ttceqt"> <div> <h3 class="course-certificate__detail-list-heading"> <div class="learning-logo"> <icon class="learning-logo__inbug onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4zqr0f9jf98vi2nkijyc3bex2"></icon> <span class="learning-logo__text learning-logo__text--show-on-mobile" aria-hidden="true">Learning</span> <span class="sr-only">LinkedIn Learning</span> </div> <span>Certificate of Completion</span> </h3> <ul> <li class="course-certificate__detail-list-item"> <div class="course-certificate__detail-list-item-icon-wrapper"><icon data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5lqa4dj5v9gp6yjh6s6iwtdbb"></icon></div> <p class="course-certificate__detail-list-item-text">Showcase on your LinkedIn profile under “Licenses and Certificate” section</p> </li> <li class="course-certificate__detail-list-item"> <div class="course-certificate__detail-list-item-icon-wrapper"><icon data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5lqa4dj5v9gp6yjh6s6iwtdbb"></icon></div> <p class="course-certificate__detail-list-item-text">Download or print out as PDF to share with others</p> </li> <li class="course-certificate__detail-list-item"> <div class="course-certificate__detail-list-item-icon-wrapper"><icon data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5lqa4dj5v9gp6yjh6s6iwtdbb"></icon></div> <p class="course-certificate__detail-list-item-text">Share as image online to demonstrate your skill</p> </li> </ul> </div> </div> </div> </section> <section class="core-section-container my-3 course-instructors">  <h2 class="core-section-container__title section-title"> Meet the instructor </h2>  <div class="core-section-container__content break-words"> <ul class="course-instructors__list"> <li class="course-instructors__list-item"> <a href="https://hr.linkedin.com/in/terezijasemenski?trk=learning-course_instructor" target="_self" data-tracking-control-name="learning-course_instructor" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link ">  <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Terezija Semenski’s instructor page"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Terezija Semenski </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Helping People Master AI Fundamentals 53% Faster | LinkedIn [in]structor 14 Courses | Founder @ Stack labs d.o.o. ♦ Corporate Trainer | Author @ Math Mindset newsletter </h4>   </div>  </a> </li> </ul> </div> </section> <section class="core-section-container my-3 reviews-feed">  <h2 class="core-section-container__title section-title"> Learner reviews </h2>  <div class="core-section-container__content break-words"> <div class="reviews-feed__ratings-summary"> <section class="ratings-summary"> <div class="ratings-summary__overall-rating"> <h3 class="ratings-summary__header"><span class="ratings-summary__rating-average">4.3</span> <span class="ratings-summary__rating-max">out of 5</span></h3> <figure class="ratings-summary__figure"> <span class="star-rating" role="img" aria-label="Rating: 4.3 out of 5 stars"> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7dacecy4xq1otzk8pae2g0hxd"></icon> </span> </span> <figcaption class="ratings-summary__ratings-total">1,328 ratings</figcaption> </figure> </div> <div class="ratings-summary__breakdown"> <div class="ratings-summary__disclaimer"> <div class="tooltip"> <button class="tooltip__trigger ratings-summary__disclaimer-trigger" data-tracking-control-name="toggle_disclaimer" type="button"> <icon class="ratings-summary__disclaimer-icon" data-svg-class-name="ratings-summary__disclaimer-icon-svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/g8uts9v3k83n9e3iyvcxit0k"> </icon> <span class="ratings-summary__disclaimer-text">How are ratings calculated?</span> </button> <span role="tooltip" class="tooltip__popup" aria-hidden="true"> The overall rating is calculated using the average of submitted ratings. Ratings and reviews can only be submitted when non-anonymous learners complete at least 40% of the course. This helps us avoid fake reviews and spam. </span> </div> </div> <ul> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 5 star </figcaption> <progress class="ratings-summary__progress-bar" max="1328" value="825" aria-valuemin="0" aria-valuenow="825" aria-valuemax="1328"> Current value: 825 </progress> <span class="ratings-summary__rating-count-percent"> 62% </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 4 star </figcaption> <progress class="ratings-summary__progress-bar" max="1328" value="251" aria-valuemin="0" aria-valuenow="251" aria-valuemax="1328"> Current value: 251 </progress> <span class="ratings-summary__rating-count-percent"> 19% </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 3 star </figcaption> <progress class="ratings-summary__progress-bar" max="1328" value="122" aria-valuemin="0" aria-valuenow="122" aria-valuemax="1328"> Current value: 122 </progress> <span class="ratings-summary__rating-count-percent"> 9% </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 2 star </figcaption> <progress class="ratings-summary__progress-bar" max="1328" value="77" aria-valuemin="0" aria-valuenow="77" aria-valuemax="1328"> Current value: 77 </progress> <span class="ratings-summary__rating-count-percent"> 6% </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 1 star </figcaption> <progress class="ratings-summary__progress-bar" max="1328" value="53" aria-valuemin="0" aria-valuenow="53" aria-valuemax="1328"> Current value: 53 </progress> <span class="ratings-summary__rating-count-percent"> 4% </span> </figure> </li> </ul> </div> </section> </div> <ul class="reviews-feed__reviews-list"> <li class="reviews-feed__reviews-list-item"> <div class="review-card"> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link review-card__entity"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/in/carol-vomacka" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Carol V.  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHUTjegvtzYqA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1607903620023?e=2147483647&v=beta&t=abM2WGrvkn3Pg5e8JQBmwjbVuXKrdU6dAKMJuIqFU_8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Carol V."> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Carol V.  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Senior Product Manager | Healthcare Innovation and Strategist | Thought Leader | Team Leader and Mentor </h4>  <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <div class="review-card__content"> <div class="review-card__centered-row"> <div class="review-card__star-container"> <span class="star-rating" role="img" aria-label="Rating: 1 out of 5 stars"> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0hq4l058yoqerjsrssp5pbr0"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0hq4l058yoqerjsrssp5pbr0"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0hq4l058yoqerjsrssp5pbr0"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0hq4l058yoqerjsrssp5pbr0"></icon> </span> </span> </div> <span class="review-card__rating"> 1/5 </span> <span class="review-card__date"> January 28, 2025 </span> </div> <div class="review-card__text"> The instructor is knowledgeable about the subject, but her accent and speech patterns makes it difficult to focus on the course content. I could only get through it by increasing the speed of the video, it helped reduce her accent. The pacing is too fast for beginners, and there is a noticeable lack of examples. There is no explanation of how the concepts relate to machine learning; it feels like a series of formulas presented one after another. I am not sure why this information is relevant to how machines learn or why I am learning this information. I am highly disappointed in what is clearly an important topic in the field. It's clearly a course for advanced math learners, not for beginners wanting to learn about Ai. </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="Carol V.’s comment is helpful" data-tracking-control-name="learning-course_review-card-helpful-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-helpful-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5ptx189gjbxrh9wf3ncsehms9" data-svg-class-name="review-card__like-icon"></icon> Helpful </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Report Carol V.’s comment" data-tracking-control-name="learning-course_review-card-report-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-report-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/d04ze1wt0ev8ck8e4ovqk762o" data-svg-class-name="review-card__flag-icon"></icon> Report </a> </div> </div> </div>  </div>  </div> </div> </li> <li class="reviews-feed__reviews-list-item"> <div class="review-card"> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link review-card__entity"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://in.linkedin.com/in/kunal-rathod-a8002567" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Kunal Rathod  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFXCC55aGr8ag/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1699941819190?e=2147483647&v=beta&t=gabF1qIjKLIuYDU3sjt4r_hKoap4hcucBMhDQCN2rvM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Kunal Rathod"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Kunal Rathod  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Strategic Sourcing (Electrical & Electronics) for Super Premium and Cooperation projects. </h4>  <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <div class="review-card__content"> <div class="review-card__centered-row"> <div class="review-card__star-container"> <span class="star-rating" role="img" aria-label="Rating: 5 out of 5 stars"> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> </span> </div> <span class="review-card__rating"> 5/5 </span> <span class="review-card__date"> January 23, 2025 </span> </div> <div class="review-card__text"> Course was really good and usefull for brushup the basic level of linear algebra, vectors, matrix, and machine learning concept. </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="Kunal Rathod’s comment is helpful" data-tracking-control-name="learning-course_review-card-helpful-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-helpful-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5ptx189gjbxrh9wf3ncsehms9" data-svg-class-name="review-card__like-icon"></icon> Helpful </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Report Kunal Rathod’s comment" data-tracking-control-name="learning-course_review-card-report-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Fmachine-learning-foundations-linear-algebra%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-report-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/d04ze1wt0ev8ck8e4ovqk762o" data-svg-class-name="review-card__flag-icon"></icon> Report </a> </div> </div> </div>  </div>  </div> </div> </li> </ul> </div> </section> </div> </section> <section class="right-rail papabear:w-right-rail-width papabear:ml-column-gutter mamabear:max-w-[790px] mamabear:px-mobile-container-padding babybear:max-w-[790px] babybear:px-mobile-container-padding"> <section class="table-of-contents mb-4 table-of-contents--with-max-height"> <h2 class="table-of-contents__header"> Contents </h2> <ul class="table-of-contents__list"> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introduction <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introduction <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Introduction </div> <div class="table-of-contents__item-duration"> 1m 5s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/what-you-should-know?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> What you should know </div> <div class="table-of-contents__item-duration"> 1m 4s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Introduction to Linear Algebra <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Introduction to Linear Algebra <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/defining-linear-algebra?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Defining linear algebra </div> <div class="table-of-contents__item-duration"> 2m 22s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/applications-of-linear-algebra-in-ml?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Applications of linear algebra in ML </div> <div class="table-of-contents__item-duration"> 5m 4s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Vectors Basics <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Vectors Basics <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction-to-vectors?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Introduction to vectors </div> <div class="table-of-contents__item-duration"> 4m 47s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/vector-arithmetic?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Vector arithmetic </div> <div class="table-of-contents__item-duration"> 3m 58s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/coordinate-system?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Coordinate system </div> <div class="table-of-contents__item-duration"> 3m 6s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 3. Vector Projections and Basis <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 3. Vector Projections and Basis <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/dot-product-of-vectors?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Dot product of vectors </div> <div class="table-of-contents__item-duration"> 3m 10s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/scalar-and-vector-projection?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Scalar and vector projection </div> <div class="table-of-contents__item-duration"> 3m 20s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/changing-basis-of-vectors?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Changing basis of vectors </div> <div class="table-of-contents__item-duration"> 4m 16s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/basis-linear-independence-and-span?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Basis, linear independence, and span </div> <div class="table-of-contents__item-duration"> 2m 54s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 4. Introduction to Matrices <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 4. Introduction to Matrices <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/matrices-introduction?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Matrices introduction </div> <div class="table-of-contents__item-duration"> 2m 44s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/types-of-matrices?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Types of matrices </div> <div class="table-of-contents__item-duration"> 2m 46s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/types-of-matrix-transformation?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Types of matrix transformation </div> <div class="table-of-contents__item-duration"> 2m 51s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/composition-or-combination-of-matrix-transformations?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Composition or combination of matrix transformations </div> <div class="table-of-contents__item-duration"> 2m 55s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 5. Gaussian Elimination <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 5. Gaussian Elimination <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/solving-linear-equations-using-gaussian-elimination?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Solving linear equations using Gaussian elimination </div> <div class="table-of-contents__item-duration"> 4m </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/gaussian-elimination-and-finding-the-inverse-matrix?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Gaussian elimination and finding the inverse matrix </div> <div class="table-of-contents__item-duration"> 3m 6s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/inverse-and-determinant?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Inverse and determinant </div> <div class="table-of-contents__item-duration"> 2m 58s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 6. Matrices from Orthogonality to Gram–Schmidt Process <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 6. Matrices from Orthogonality to Gram–Schmidt Process <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/matrices-changing-basis?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Matrices changing basis </div> <div class="table-of-contents__item-duration"> 2m 9s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/transforming-to-the-new-basis?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Transforming to the new basis </div> <div class="table-of-contents__item-duration"> 2m 48s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/orthogonal-matrix?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Orthogonal matrix </div> <div class="table-of-contents__item-duration"> 2m 10s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/gram-schmidt-process?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Gram–Schmidt process </div> <div class="table-of-contents__item-duration"> 2m 52s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 7. Eigenvalues and Eigenvectors <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 7. Eigenvalues and Eigenvectors <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/introduction-to-eigenvalues-and-eigenvectors?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Introduction to eigenvalues and eigenvectors </div> <div class="table-of-contents__item-duration"> 2m 36s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/calculating-eigenvalues-and-eigenvectors?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Calculating eigenvalues and eigenvectors </div> <div class="table-of-contents__item-duration"> 3m 9s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/changing-to-the-eigenbasis?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Changing to the eigenbasis </div> <div class="table-of-contents__item-duration"> 3m 58s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/google-pagerank-algorithm?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Google PageRank algorithm </div> <div class="table-of-contents__item-duration"> 3m 57s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Conclusion <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Conclusion <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/machine-learning-foundations-linear-algebra/next-steps?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Next steps </div> <div class="table-of-contents__item-duration"> 39s </div> </div> </a> </li> </ul>  </div> </li> </ul> </section> <section class="aside-section-container mb-4 subscription-value-props-aside-section"> <h2 class="aside-section-container__title section-title"> What’s included </h2>  <div class="aside-section-container__content break-words"> <ul> <li class="subscription-value-props-aside-section__list-item"> <span class="subscription-value-props-aside-section__value-prop-label">Practice while you learn</span> <span class="subscription-value-props-aside-section__value-prop-sublabel">1 exercise file</span> </li> <li class="subscription-value-props-aside-section__list-item"> <span class="subscription-value-props-aside-section__value-prop-label">Test your knowledge</span> <span class="subscription-value-props-aside-section__value-prop-sublabel">5 quizzes</span> </li> <li class="subscription-value-props-aside-section__list-item"> <span class="subscription-value-props-aside-section__value-prop-label">Learn on the go</span> <span class="subscription-value-props-aside-section__value-prop-sublabel">Access on tablet and phone</span> </li>  </ul> </div> </section> <section class="aside-section-container mb-4 similar-courses-aside-section"> <h2 class="aside-section-container__title section-title"> Similar courses </h2>  <div class="aside-section-container__content break-words"> <ul> <li>  <a href="https://www.linkedin.com/learning/numpy-essential-training-2-matplotlib-and-linear-algebra-capabilities?trk=learning-course_similar-courses" target="_self" data-tracking-control-name="learning-course_similar-courses" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 hover:show-play-button focus:show-play-button base-aside-card--link aside-learning-course-card">  <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[54px] w-[95px]"> <img class="base-aside-card__media-element w-[100px] h-full object-cover" alt data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0DAQGrl5rQ8FMCAQ/learning-public-crop_144_256/learning-public-crop_144_256/0/1646247124919?e=2147483647&v=beta&t=2VcnE9GehFO6kpqMPIX9pXM004hZIPUP-YdJW4C283o"> <div class="aside-learning-course-card__duration duration">1h 12m</div> <icon class="base-aside-card__play-button w-auto play-button overlay-center" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9n9raq7fmdu241tpsxwodsmcd" data-svg-class-name="base-aside-card__play-button-svg"></icon> </div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> NumPy Essential Training: 2 MatPlotlib and Linear Algebra Capabilities  </h3>      </div>  </a> </li> <li>  <a href="https://www.linkedin.com/learning/numpy-essential-training-1-foundations-of-numpy?trk=learning-course_similar-courses" target="_self" data-tracking-control-name="learning-course_similar-courses" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 hover:show-play-button focus:show-play-button base-aside-card--link aside-learning-course-card">  <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[54px] w-[95px]"> <img class="base-aside-card__media-element w-[100px] h-full object-cover" alt data-delayed-url="https://media.licdn.com/dms/image/v2/C560DAQGNLxs5YqjAbA/learning-public-crop_144_256/learning-public-crop_144_256/0/1637690314455?e=2147483647&v=beta&t=P4L5TU1sxMVl6PKmLH5a_WrYAeynxBO97YObEGZs8uM"> <div class="aside-learning-course-card__duration duration">1h 26m</div> <icon class="base-aside-card__play-button w-auto play-button overlay-center" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9n9raq7fmdu241tpsxwodsmcd" data-svg-class-name="base-aside-card__play-button-svg"></icon> </div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> NumPy Essential Training: 1 Foundations of NumPy  </h3>      </div>  </a> </li> <li>  <a href="https://www.linkedin.com/learning/machine-learning-with-python-foundations?trk=learning-course_similar-courses" target="_self" data-tracking-control-name="learning-course_similar-courses" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 hover:show-play-button focus:show-play-button base-aside-card--link aside-learning-course-card">  <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[54px] w-[95px]"> <img class="base-aside-card__media-element w-[100px] h-full object-cover" alt data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0DAQEv0QXZlJat7A/learning-public-crop_144_256/learning-public-crop_144_256/0/1633371437602?e=2147483647&v=beta&t=705ocb_Ew0oOQ3YWCHu2cRTVXQeJI1yfajG0HAAI8uU"> <div class="aside-learning-course-card__duration duration">1h 54m</div> <icon class="base-aside-card__play-button w-auto play-button overlay-center" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9n9raq7fmdu241tpsxwodsmcd" data-svg-class-name="base-aside-card__play-button-svg"></icon> </div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Machine Learning with Python: Foundations  </h3>      </div>  </a> </li> </ul> </div> </section> <section class="aside-section-container mb-4"> <h2 class="aside-section-container__title section-title"> Download courses </h2>  <div class="aside-section-container__content break-words"> <p>Use your iOS or Android LinkedIn Learning app, and watch courses on your mobile device without an internet connection.</p> <div class="app-links-aside-section__link-container"> <a class="app-links-aside-section__link" href="https://itunes.apple.com/app/apple-store/id1084807225?ls=1&pt=10746&mt=8&ct=learning_course_app_links&trk=learning-course_apple-app-store" data-tracking-control-name="learning-course_apple-app-store" data-tracking-will-navigate rel="noopener noreferrer" target="_blank"> <img alt="Download on the App Store" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/emczv26hz24woii2j4aleyry" height="42px" width="142px"> </a> <a class="app-links-aside-section__link" href="https://play.google.com/store/apps/details?id=com.linkedin.android.learning&referrer=utm_source%3Dlinkedinlearning%26utm_medium%3DmobileWeb%26utm_campaign%3Dlearning_guest&ct=learning_course_app_links&trk=learning-course_google-play-store" data-tracking-control-name="learning-course_google-play-store" data-tracking-will-navigate rel="noopener noreferrer" target="_blank"> <img alt="Get it on Google Play" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/535kqf5rsexfx0lucb3t6palb" height="42px" width="142px"> </a> </div> </div> </section> </section> </main> <div class="pre-footer "> <section class="core-section-container my-3 price-disclaimer">    <div class="core-section-container__content break-words"> <p class="price-disclaimer__copy"> <sup class="price-disclaimer__copy--sup">*</sup>Price may change based on profile and billing country information entered during Sign In or Registration </p> </div> </section> <section class="tw-linkster bg-cool-gray-20 browse-map" data-impression-id="learning-course_linkster" data-js-module-id="linkster"> <div class="max-w-screen-content-max-w w-full flex justify-between my-0 mx-auto mamabear:px-3 babybear:px-2 babybear:flex-col"> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Business Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-analysis-and-strategy?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Analysis and Strategy </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-software-and-tools?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Software and Tools </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/career-development-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Career Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/customer-service-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Customer Service </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/diversity-equity-and-inclusion-dei?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Diversity, Equity, and Inclusion (DEI) </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/finance-and-accounting?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Finance and Accounting </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/human-resources-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Human Resources </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/leadership-and-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Leadership and Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/marketing-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Marketing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/professional-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Professional Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/project-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Project Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/sales-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Sales </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/small-business-and-entrepreneurship?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Small Business and Entrepreneurship </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/training-and-education?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Training and Education </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all business courses" href="https://www.linkedin.com/learning/topics/business?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Creative Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/aec?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> AEC </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/animation-and-illustration?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Animation and Illustration </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/audio-and-music?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Audio and Music </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/graphic-design?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Graphic Design </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/motion-graphics-and-vfx?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Motion Graphics and VFX </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/photography-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Photography </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/product-and-manufacturing?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Product and Manufacturing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/user-experience?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> User Experience </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/2015-54?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Video </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/visualization-and-real-time?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Visualization and Real-Time </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/web-design?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Web Design </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all creative courses" href="https://www.linkedin.com/learning/topics/creative?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Technology Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/artificial-intelligence?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Artificial Intelligence (AI) </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/cloud-computing-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Cloud Computing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/security-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Cybersecurity </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/data-science?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Data Science </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/database-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Database Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/devops?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> DevOps </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/hardware?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Hardware </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/it-help-desk-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> IT Help Desk </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/mobile-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Mobile Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/network-and-system-administration?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Network and System Administration </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/software-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Software Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/web-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Web Development </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all technology courses" href="https://www.linkedin.com/learning/topics/technology?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> </div> </section> </div> <footer class="li-footer bg-transparent w-full "> <ul class="li-footer__list flex flex-wrap flex-row items-start justify-start w-full h-auto min-h-[50px] my-[0px] mx-auto py-3 px-2 papabear:w-[1128px] papabear:p-0"> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <span class="sr-only">LinkedIn</span> <icon class="li-footer__copy-logo text-color-logo-brand-alt inline-block self-center h-[14px] w-[56px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e12h2cd8ac580qen9qdd0qks8"></icon> <span class="li-footer__copy-text flex items-center">© 2025</span> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://about.linkedin.com?trk=d_learning_course_guest_footer-about" data-tracking-control-name="d_learning_course_guest_footer-about" data-tracking-will-navigate> About </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/accessibility?trk=d_learning_course_guest_footer-accessibility" data-tracking-control-name="d_learning_course_guest_footer-accessibility" data-tracking-will-navigate> Accessibility </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/user-agreement?trk=d_learning_course_guest_footer-user-agreement" data-tracking-control-name="d_learning_course_guest_footer-user-agreement" data-tracking-will-navigate> User Agreement </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/privacy-policy?trk=d_learning_course_guest_footer-privacy-policy" data-tracking-control-name="d_learning_course_guest_footer-privacy-policy" data-tracking-will-navigate> Privacy Policy </a> </li>  <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/cookie-policy?trk=d_learning_course_guest_footer-cookie-policy" data-tracking-control-name="d_learning_course_guest_footer-cookie-policy" data-tracking-will-navigate> Cookie Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/copyright-policy?trk=d_learning_course_guest_footer-copyright-policy" data-tracking-control-name="d_learning_course_guest_footer-copyright-policy" data-tracking-will-navigate> Copyright Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://brand.linkedin.com/policies?trk=d_learning_course_guest_footer-brand-policy" data-tracking-control-name="d_learning_course_guest_footer-brand-policy" data-tracking-will-navigate> Brand Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/psettings/guest-controls?trk=d_learning_course_guest_footer-guest-controls" data-tracking-control-name="d_learning_course_guest_footer-guest-controls" data-tracking-will-navigate> Guest Controls </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/professional-community-policies?trk=d_learning_course_guest_footer-community-guide" data-tracking-control-name="d_learning_course_guest_footer-community-guide" data-tracking-will-navigate> Community Guidelines </a> </li>  <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <div class="collapsible-dropdown collapsible-dropdown--footer collapsible-dropdown--up flex items-center relative hyphens-auto language-selector z-2">  <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-[100%] top-auto" role="menu" tabindex="-1"> <li class="language-selector__item" role="presentation">  <button aria-label="العربية (Arabic)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ar_AE" data-locale="ar_AE" role="menuitem" lang="ar_AE"> العربية (Arabic) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="বাংলা (Bangla)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-bn_IN" data-locale="bn_IN" role="menuitem" lang="bn_IN"> বাংলা (Bangla) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Čeština (Czech)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-cs_CZ" data-locale="cs_CZ" role="menuitem" lang="cs_CZ"> Čeština (Czech) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Dansk (Danish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-da_DK" data-locale="da_DK" role="menuitem" lang="da_DK"> Dansk (Danish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Deutsch (German)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-de_DE" data-locale="de_DE" role="menuitem" lang="de_DE"> Deutsch (German) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Ελληνικά (Greek)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-el_GR" data-locale="el_GR" role="menuitem" lang="el_GR"> Ελληνικά (Greek) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="English (English) selected" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link--selected" data-tracking-control-name="language-selector-en_US" data-locale="en_US" role="menuitem" lang="en_US"> <strong>English (English)</strong> </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Español (Spanish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES"> Español (Spanish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="فارسی (Persian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fa_IR" data-locale="fa_IR" role="menuitem" lang="fa_IR"> فارسی (Persian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Suomi (Finnish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fi_FI" data-locale="fi_FI" role="menuitem" lang="fi_FI"> Suomi (Finnish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Français (French)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fr_FR" data-locale="fr_FR" role="menuitem" lang="fr_FR"> Français (French) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="हिंदी (Hindi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN"> हिंदी (Hindi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Magyar (Hungarian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU"> Magyar (Hungarian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Indonesia (Indonesian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-in_ID" data-locale="in_ID" role="menuitem" lang="in_ID"> Bahasa Indonesia (Indonesian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Italiano (Italian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-it_IT" data-locale="it_IT" role="menuitem" lang="it_IT"> Italiano (Italian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="עברית (Hebrew)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL"> עברית (Hebrew) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="日本語 (Japanese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="한국어 (Korean)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR"> 한국어 (Korean) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="मराठी (Marathi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN"> मराठी (Marathi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Malaysia (Malay)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (Malay) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (Norwegian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (Punjabi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Polski (Polish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (Polish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (Romanian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Русский (Russian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU"> Русский (Russian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Svenska (Swedish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE"> Svenska (Swedish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="తెలుగు (Telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN"> తెలుగు (Telugu) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ภาษาไทย (Thai)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (Thai) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (Tagalog) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Türkçe (Turkish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR"> Türkçe (Turkish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Українська (Ukrainian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA"> Українська (Ukrainian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tiếng Việt (Vietnamese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN"> Tiếng Việt (Vietnamese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="简体中文 (Chinese (Simplified))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" data-locale="zh_CN" role="menuitem" lang="zh_CN"> 简体中文 (Chinese (Simplified)) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="正體中文 (Chinese (Traditional))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_TW" data-locale="zh_TW" role="menuitem" lang="zh_TW"> 正體中文 (Chinese (Traditional)) </button> </li>  </ul> <button class="language-selector__button select-none relative pr-2 font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover hover:cursor-pointer focus:text-color-link-focus focus:outline-dotted focus:outline-1" aria-expanded="false" data-tracking-control-name="footer-lang-dropdown_trigger"> <span class="language-selector__label-text mr-0.5 break-words"> Language </span> <icon class="language-selector__label-chevron w-2 h-2 absolute top-0 right-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> </div> </li> </ul>  </footer> <script src="https://static.licdn.com/aero-v1/sc/h/7itt46rafycxiwozfd111d2we" async></script>  <script src="https://static.licdn.com/aero-v1/sc/h/3iztwohxe2bmun1nouya4b56h" async defer></script> <script data-delayed-url="https://static.licdn.com/aero-v1/sc/h/zjknc3m26x2ha3j6ctgfqond" data-module-id="media-player"></script> <code id="trackingData" style="display: none"></code> <code id="alcOnlyData" style="display: none"></code>  </body> </html>

CINXE.COM

Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com