{"id":50944,"date":"2024-04-15T23:17:41","date_gmt":"2024-04-15T23:17:41","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=50944"},"modified":"2024-04-15T23:17:41","modified_gmt":"2024-04-15T23:17:41","slug":"what-does-the-term-ensemble-learning-refer-to-in-machine-learning","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/what-does-the-term-ensemble-learning-refer-to-in-machine-learning\/","title":{"rendered":"What does the term &#8220;ensemble learning&#8221; refer to in machine learning?"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;Creating a single model&#8221; option2=&#8221;Visualizing data&#8221; option3=&#8221;Normalizing data&#8221; option4=&#8221;Combining multiple models to improve predictive performance&#8221; correct=&#8221;option4&#8243;]<!--more--><\/p>\n<p>The correct answer is: <strong>D. Combining multiple models to improve predictive performance<\/strong>.<\/p>\n<p>Ensemble learning is a machine learning technique that combines the predictions of multiple models to improve the overall accuracy of the predictions. This can be done by averaging the predictions of the models, or by using a voting scheme to select the most likely prediction. Ensemble learning can be used to improve the accuracy of predictions for a variety of tasks, such as classification, regression, and forecasting.<\/p>\n<p>Option A is incorrect because it describes a single model, not multiple models. Option B is incorrect because it describes a visualization technique, not a machine learning technique. Option C is incorrect because it describes a data preprocessing technique, not a machine learning technique.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;Creating a single model&#8221; option2=&#8221;Visualizing data&#8221; option3=&#8221;Normalizing data&#8221; option4=&#8221;Combining multiple models to improve predictive performance&#8221; correct=&#8221;option4&#8243;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[738],"tags":[],"class_list":["post-50944","post","type-post","status-publish","format-standard","hentry","category-data-science-miscellaneous","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>What does the term &quot;ensemble learning&quot; refer to in machine learning?<\/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\/what-does-the-term-ensemble-learning-refer-to-in-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What does the term &quot;ensemble learning&quot; 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