{"id":50000,"date":"2024-04-15T23:03:59","date_gmt":"2024-04-15T23:03:59","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=50000"},"modified":"2024-04-15T23:03:59","modified_gmt":"2024-04-15T23:03:59","slug":"which-of-the-following-are-correct-statements-about-stacking-1-a-machine-learning-model-is-trained-on-predictions-of-multiple-machine-learning-models-2-a-logistic-regression-will-definitely-work","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-are-correct-statements-about-stacking-1-a-machine-learning-model-is-trained-on-predictions-of-multiple-machine-learning-models-2-a-logistic-regression-will-definitely-work\/","title":{"rendered":"Which of the following are correct statement(s) about stacking? 1. A machine learning model is trained on predictions of multiple machine learning models 2. A Logistic regression will definitely work better in the second stage as compared to other classification methods 3. First stage models are trained on full \/ partial feature space of training data."},"content":{"rendered":"<p>[amp_mcq option1=&#8221;1 and 2&#8243; option2=&#8221;2 and 3&#8243; option3=&#8221;1 and 3&#8243; option4=&#8221;1,2 and 3&#8243; correct=&#8221;option3&#8243;]<!--more--><\/p>\n<p>The correct answer is: <strong>C. 1 and 3<\/strong><\/p>\n<p>Stacking is a machine learning technique where the predictions of multiple machine learning models are used as input to a meta-model. The meta-model then uses these predictions to make a final prediction.<\/p>\n<p>There are two main stages in stacking:<\/p>\n<ol>\n<li>The first stage involves training a number of base models on the original data. These models can be of any type, such as decision trees, support vector machines, or neural networks.<\/li>\n<li>The second stage involves training a meta-model on the predictions of the base models. The meta-model can also be of any type, but it is often a simple model such as a linear regression or a decision tree.<\/li>\n<\/ol>\n<p>Stacking has been shown to improve the performance of machine learning models on a variety of tasks. It is particularly useful when the base models are trained on different subsets of the data or when they have different strengths and weaknesses.<\/p>\n<p>Option 1 is correct because the meta-model in stacking is trained on the predictions of multiple machine learning models.<\/p>\n<p>Option 2 is incorrect because there is no guarantee that a logistic regression will work better in the second stage as compared to other classification methods. The choice of meta-model depends on the specific task and the data.<\/p>\n<p>Option 3 is correct because the first stage models are trained on the original data, which may include a full or partial feature space.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;1 and 2&#8243; option2=&#8221;2 and 3&#8243; option3=&#8221;1 and 3&#8243; option4=&#8221;1,2 and 3&#8243; correct=&#8221;option3&#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-50000","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>Which of the following are correct statement(s) about stacking? 1. 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