{"id":44482,"date":"2024-04-15T21:44:21","date_gmt":"2024-04-15T21:44:21","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=44482"},"modified":"2024-04-15T21:44:21","modified_gmt":"2024-04-15T21:44:21","slug":"true-or-false-in-boosting-individual-base-learners-can-be-parallel","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/true-or-false-in-boosting-individual-base-learners-can-be-parallel\/","title":{"rendered":"True or False: In boosting, individual base learners can be parallel."},"content":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option1&#8243;]<!--more--><\/p>\n<p>The correct answer is <strong>TRUE<\/strong>.<\/p>\n<p>Boosting is a machine learning technique for improving the performance of a weak learner by combining multiple weak learners. The individual base learners in boosting can be parallelized, which means that they can be trained at the same time. This can be done by splitting the data into multiple subsets and training each base learner on a different subset. The predictions of the base learners are then combined to produce a final prediction.<\/p>\n<p>Boosting is often used in classification and regression problems. It has been shown to be effective for a variety of tasks, including spam filtering, fraud detection, and medical diagnosis.<\/p>\n<p>Here is a brief explanation of each option:<\/p>\n<ul>\n<li><strong>TRUE:<\/strong> In boosting, individual base learners can be parallel. This means that they can be trained at the same time, which can improve the performance of the boosting algorithm.<\/li>\n<li><strong>FALSE:<\/strong> In boosting, individual base learners cannot be parallel. This means that they must be trained one at a time, which can slow down the training process.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option1&#8243;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[729],"tags":[],"class_list":["post-44482","post","type-post","status-publish","format-standard","hentry","category-machine-learning","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.2 (Yoast SEO v23.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>True or False: In boosting, individual base learners can be parallel.<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/exam.pscnotes.com\/mcq\/true-or-false-in-boosting-individual-base-learners-can-be-parallel\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"True or False: In boosting, individual base learners can be parallel.\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;TRUE&#8221; 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