{"id":43187,"date":"2024-04-15T21:25:53","date_gmt":"2024-04-15T21:25:53","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=43187"},"modified":"2024-04-15T21:25:53","modified_gmt":"2024-04-15T21:25:53","slug":"impact-of-high-variance-on-the-training-set","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/","title":{"rendered":"Impact of high variance on the training set ?"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;overfitting&#8221; option2=&#8221;underfitting&#8221; option3=&#8221;both underfitting &#038; overfitting&#8221; option4=&#8221;depents upon the dataset&#8221; correct=&#8221;option1&#8243;]<!--more--><\/p>\n<p>The correct answer is: <strong>A. overfitting<\/strong><\/p>\n<p>High variance in the training set can lead to overfitting, which is when a model learns the training data too well and does not generalize well to new data. This can happen when the training set is too small or when there is a lot of noise in the data.<\/p>\n<p>Overfitting can be avoided by using a larger training set, by using a regularization technique, or by using a more complex model.<\/p>\n<hr \/>\n<p>Option B, underfitting, is when a model does not learn the training data well enough and does not generalize well to new data. This can happen when the training set is too large or when the model is too simple.<\/p>\n<p>Underfitting can be avoided by using a smaller training set, by using a less complex model, or by using a regularization technique.<\/p>\n<hr \/>\n<p>Option C, both underfitting and overfitting, is not correct. A model can only overfit or underfit, not both.<\/p>\n<hr \/>\n<p>Option D, depends upon the dataset, is not correct. High variance in the training set can lead to overfitting, regardless of the dataset.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;overfitting&#8221; option2=&#8221;underfitting&#8221; option3=&#8221;both underfitting &#038; overfitting&#8221; option4=&#8221;depents upon the dataset&#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-43187","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>Impact of high variance on the training set ?<\/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\/impact-of-high-variance-on-the-training-set\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Impact of high variance on the training set ?\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;overfitting&#8221; option2=&#8221;underfitting&#8221; option3=&#8221;both underfitting &#038; overfitting&#8221; option4=&#8221;depents upon the dataset&#8221; correct=&#8221;option1&#8243;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/\" \/>\n<meta property=\"og:site_name\" content=\"MCQ and Quiz for Exams\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-15T21:25:53+00:00\" \/>\n<meta name=\"author\" content=\"rawan239\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"rawan239\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Impact of high variance on the training set ?","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/","og_locale":"en_US","og_type":"article","og_title":"Impact of high variance on the training set ?","og_description":"[amp_mcq option1=&#8221;overfitting&#8221; option2=&#8221;underfitting&#8221; option3=&#8221;both underfitting &#038; overfitting&#8221; option4=&#8221;depents upon the dataset&#8221; correct=&#8221;option1&#8243;]","og_url":"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/","og_site_name":"MCQ and Quiz for Exams","article_published_time":"2024-04-15T21:25:53+00:00","author":"rawan239","twitter_card":"summary_large_image","twitter_misc":{"Written by":"rawan239","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/","url":"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/","name":"Impact of high variance on the training set ?","isPartOf":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#website"},"datePublished":"2024-04-15T21:25:53+00:00","dateModified":"2024-04-15T21:25:53+00:00","author":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209"},"breadcrumb":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/exam.pscnotes.com\/mcq\/impact-of-high-variance-on-the-training-set\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/exam.pscnotes.com\/mcq\/"},{"@type":"ListItem","position":2,"name":"mcq","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/"},{"@type":"ListItem","position":3,"name":"Machine learning","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/machine-learning\/"},{"@type":"ListItem","position":4,"name":"Impact of high variance on the training set ?"}]},{"@type":"WebSite","@id":"https:\/\/exam.pscnotes.com\/mcq\/#website","url":"https:\/\/exam.pscnotes.com\/mcq\/","name":"MCQ and Quiz for Exams","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/exam.pscnotes.com\/mcq\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209","name":"rawan239","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/761a7274f9cce048fa5b921221e7934820d74514df93ef195a9d22af0c1c9001?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/761a7274f9cce048fa5b921221e7934820d74514df93ef195a9d22af0c1c9001?s=96&d=mm&r=g","caption":"rawan239"},"sameAs":["https:\/\/exam.pscnotes.com"],"url":"https:\/\/exam.pscnotes.com\/mcq\/author\/rawan239\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/43187","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/comments?post=43187"}],"version-history":[{"count":0,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/43187\/revisions"}],"wp:attachment":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/media?parent=43187"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/categories?post=43187"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/tags?post=43187"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}