{"id":70988,"date":"2021-09-19T18:56:11","date_gmt":"2021-09-19T22:56:11","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/what-is-principle-component-analysis\/"},"modified":"2021-09-19T18:56:11","modified_gmt":"2021-09-19T22:56:11","slug":"what-is-principle-component-analysis","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=70988","title":{"rendered":"What is principle component analysis?"},"content":{"rendered":"<p>If you can, answer the question below: Write your answer in the comment box.<br \/> What is principle component analysis?<\/p>\n","protected":false},"excerpt":{"rendered":"<p>If you can, answer the question below: Write your answer in the comment box. What is principle component analysis?<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1944],"tags":[],"class_list":["post-70988","post","type-post","status-publish","format-standard","hentry","category-matrix-and-signal-processing","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":14860,"url":"http:\/\/bangla.sitestree.com\/?p=14860","url_meta":{"origin":70988,"position":0},"title":"PCA: Understand the affecting Factors for your portfolio, or credit score, or food pattern (causing diseases)","author":"Sayed","date":"July 5, 2019","format":false,"excerpt":"Overview for Principal Components Analysis https:\/\/support.minitab.com\/en-us\/minitab\/18\/help-and-how-to\/modeling-statistics\/multivariate\/how-to\/principal-components\/before-you-start\/overview\/ \" The goal of principal components analysis is to explain the maximum amount of variance with the fewest number of principal components.\" Interpret the key results for Principal Components Analysis https:\/\/support.minitab.com\/en-us\/minitab\/18\/help-and-how-to\/modeling-statistics\/multivariate\/how-to\/principal-components\/interpret-the-results\/key-results\/ Interpret all statistics and graphs for Principal Components Analysis https:\/\/support.minitab.com\/en-us\/minitab\/18\/help-and-how-to\/modeling-statistics\/multivariate\/how-to\/principal-components\/interpret-the-results\/all-statistics-and-graphs\/ Methods and formulas\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":"","width":0,"height":0},"classes":[]},{"id":19967,"url":"http:\/\/bangla.sitestree.com\/?p=19967","url_meta":{"origin":70988,"position":1},"title":"5. Linear Algebra for Machine Learning: Singular Value Decomposition and Principal Component Analysis","author":"Author-Check- Article-or-Video","date":"February 8, 2021","format":false,"excerpt":"5. Linear Algebra for Machine Learning: Singular Value Decomposition and Principal Component Analysis 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":76257,"url":"http:\/\/bangla.sitestree.com\/?p=76257","url_meta":{"origin":70988,"position":2},"title":"Can you answer these questions on Data Science Project Development","author":"Sayed","date":"August 24, 2024","format":false,"excerpt":"Can you answer these questions on Data Science Project Development Questions to answer 1. What does a data science project usually involve? What is the common theme across data science projects? 2. Does industry projects and research projects differ? Why and to what extent? 3. What are the some dataset\u2026","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":26252,"url":"http:\/\/bangla.sitestree.com\/?p=26252","url_meta":{"origin":70988,"position":3},"title":"Can you answer these random questions on Data Science Project Development #Root","author":"Author-Check- Article-or-Video","date":"April 21, 2021","format":false,"excerpt":"Questions to answer 1. What does a data science project usually involve? What is the common theme across data science projects? 2. Does industry projects and research projects differ? Why and to what extent? 3. What are the some dataset repositories? Where can you get them? 4. Are all public\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16371,"url":"http:\/\/bangla.sitestree.com\/?p=16371","url_meta":{"origin":70988,"position":4},"title":"Can you answer these random questions on Data Science Project Development","author":"Sayed","date":"November 9, 2019","format":false,"excerpt":"Questions to answer 1. What does a data science project usually involve? What is the common theme across data science projects? 2. Does industry projects and research projects differ? Why and to what extent? 3. What are the some dataset repositories? Where can you get them? 4. Are all public\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":"","width":0,"height":0},"classes":[]},{"id":14825,"url":"http:\/\/bangla.sitestree.com\/?p=14825","url_meta":{"origin":70988,"position":5},"title":"Machine Learning: Apply PCA on Datasets and Related","author":"Sayed","date":"June 22, 2019","format":false,"excerpt":"FactorAnalyzer https:\/\/github.com\/EducationalTestingService\/factor_analyzer --- sruti-jain\/Marketing-Analysis-for-Hotel-Chain-website https:\/\/github.com\/sruti-jain\/Marketing-Analysis-for-Hotel-Chain-website --- Understanding PCA (Principal Component Analysis) with Python https:\/\/towardsdatascience.com\/dive-into-pca-principal-component-analysis-with-python-43ded13ead21 The code for the most part will work though it used an earlier version of Python You will need module: StandardScaler Otherwise you might find the code below to be useful: [# ref: https:\/\/python-for-multivariate-analysis.readthedocs.io\/a_little_book_of_python_for_multivariate_analysis.html] import sklearn\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":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/70988","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=70988"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/70988\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=70988"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=70988"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=70988"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}