{"id":19967,"date":"2021-02-08T10:31:32","date_gmt":"2021-02-08T15:31:32","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/?p=19967"},"modified":"2021-02-08T10:37:09","modified_gmt":"2021-02-08T15:37:09","slug":"5-linear-algebra-for-machine-learning-singular-value-decomposition-and-principal-component-analysis","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=19967","title":{"rendered":"5. Linear Algebra for Machine Learning: Singular Value Decomposition and Principal Component Analysis"},"content":{"rendered":"\n<iframe loading=\"lazy\" src=\"\/\/www.slideshare.net\/slideshow\/embed_code\/key\/JTyy95SCGxkgBB\" width=\"595\" height=\"485\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <div style=\"margin-bottom:5px\"> <strong> <a href=\"\/\/www.slideshare.net\/CeniBabaogluPhDinMat\/5-linear-algebra-for-machine-learning-singular-value-decomposition-and-principal-component-analysis-147828329\" title=\"5. Linear Algebra for Machine Learning: Singular Value Decomposition and Principal Component Analysis\" target=\"_blank\" rel=\"noopener\">5. Linear Algebra for Machine Learning: Singular Value Decomposition and Principal Component Analysis<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/CeniBabaogluPhDinMat\" target=\"_blank\" rel=\"noopener\">Ceni Babaoglu, PhD<\/a><\/strong> <\/div>\n","protected":false},"excerpt":{"rendered":"<p>5. Linear Algebra for Machine Learning: Singular Value Decomposition and Principal Component Analysis from Ceni Babaoglu, PhD<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[182],"tags":[1918],"class_list":["post-19967","post","type-post","status-publish","format-standard","hentry","category---blog","tag-linear-algebra-for-machine-learning","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":16698,"url":"http:\/\/bangla.sitestree.com\/?p=16698","url_meta":{"origin":19967,"position":0},"title":"Misc Math, Data Science, Machine Learning, PCA, FA","author":"Sayed","date":"January 29, 2020","format":false,"excerpt":"\"In mathematics, a set B of elements (vectors) in a vector space V is called a basis, if every element of V may be written in a unique way as a (finite) linear combination of elements of B. The coefficients of this linear combination are referred to as components or\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"A=(a_(ij))","src":"https:\/\/i0.wp.com\/mathworld.wolfram.com\/images\/equations\/HermitianMatrix\/Inline1.gif?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":16743,"url":"http:\/\/bangla.sitestree.com\/?p=16743","url_meta":{"origin":19967,"position":1},"title":"NLP : AI and ML","author":"Sayed","date":"February 6, 2020","format":false,"excerpt":"Feature Selection \" Filter Methods Wrapper Methods Embedded Methods Feature Selection Checklist Do you have domain knowledge? Are your features commensurate? Do you suspect interdependence of features? If \"Weka: \u201cFeature Selection to Improve Accuracy and Decrease Training Time\u201c. Scikit-Learn: \u201cFeature Selection in Python with Scikit-Learn\u201c. R: \u201cFeature Selection with the\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/thumb\/b\/bb\/Singular-Value-Decomposition.svg\/220px-Singular-Value-Decomposition.svg.png","width":350,"height":200},"classes":[]},{"id":19958,"url":"http:\/\/bangla.sitestree.com\/?p=19958","url_meta":{"origin":19967,"position":2},"title":"1. Linear Algebra for Machine Learning: Linear Systems","author":"Author-Check- Article-or-Video","date":"February 8, 2021","format":false,"excerpt":"1. Linear Algebra for Machine Learning: Linear Systems from Ceni Babaoglu, PhD","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":19963,"url":"http:\/\/bangla.sitestree.com\/?p=19963","url_meta":{"origin":19967,"position":3},"title":"3. Linear Algebra for Machine Learning: Factorization and Linear Transformations","author":"Author-Check- Article-or-Video","date":"February 8, 2021","format":false,"excerpt":"3. 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Linear Algebra for Machine Learning: Basis and Dimension from Ceni Babaoglu, PhD","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":19965,"url":"http:\/\/bangla.sitestree.com\/?p=19965","url_meta":{"origin":19967,"position":5},"title":"4. Linear Algebra for Machine Learning: Eigenvalues, Eigenvectors and Diagonalization","author":"Author-Check- Article-or-Video","date":"February 8, 2021","format":false,"excerpt":"4. 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