{"id":47989,"date":"2024-04-15T22:34:46","date_gmt":"2024-04-15T22:34:46","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=47989"},"modified":"2024-04-15T22:34:46","modified_gmt":"2024-04-15T22:34:46","slug":"which-of-the-following-function-provides-unsupervised-prediction-2","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-function-provides-unsupervised-prediction-2\/","title":{"rendered":"Which of the following function provides unsupervised prediction?"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;cl_forecast&#8221; option2=&#8221;cl_nowcast&#8221; option3=&#8221;cl_precast&#8221; option4=&#8221;none of the mentioned&#8221; correct=&#8221;option4&#8243;]<!--more--><\/p>\n<p>The correct answer is D. None of the mentioned.<\/p>\n<p>cl_forecast, cl_nowcast, and cl_precast are all supervised prediction functions. They require a training set of data with known labels in order to make predictions. Unsupervised prediction, on the other hand, does not require a training set. Instead, it uses statistical methods to find patterns in data without any labels.<\/p>\n<p>One example of an unsupervised prediction algorithm is k-means clustering. K-means clustering groups data points into clusters based on their similarity. This can be used to find hidden patterns in data or to segment data into different groups.<\/p>\n<p>Another example of an unsupervised prediction algorithm is principal component analysis (PCA). PCA is a dimensionality reduction technique that can be used to find the underlying structure in data. This can be used to simplify data or to identify the most important features in data.<\/p>\n<p>Unsupervised prediction can be a powerful tool for finding hidden patterns in data. However, it is important to note that unsupervised prediction is not as accurate as supervised prediction. This is because supervised prediction can use the labels in the training set to make more accurate predictions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;cl_forecast&#8221; option2=&#8221;cl_nowcast&#8221; option3=&#8221;cl_precast&#8221; option4=&#8221;none of the mentioned&#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":[736],"tags":[],"class_list":["post-47989","post","type-post","status-publish","format-standard","hentry","category-machine-learning-algorithms","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>Which of the following function provides unsupervised prediction?<\/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\/which-of-the-following-function-provides-unsupervised-prediction-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Which of the following function provides unsupervised prediction?\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;cl_forecast&#8221; 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