{"id":3420,"date":"2024-09-01T13:52:23","date_gmt":"2024-09-01T13:52:23","guid":{"rendered":"https:\/\/workhouse.sweetdishy.com\/?p=3420"},"modified":"2024-09-01T13:52:24","modified_gmt":"2024-09-01T13:52:24","slug":"common-types-of-machine-learning-algorithms","status":"publish","type":"post","link":"https:\/\/workhouse.sweetdishy.com\/index.php\/2024\/09\/01\/common-types-of-machine-learning-algorithms\/","title":{"rendered":"Common Types of\u00a0Machine Learning\u00a0Algorithms"},"content":{"rendered":"\n<p id=\"Par142\">There is simply not enough room in this book to cover all the machine learning algorithms! Instead, it\u2019s better to focus on the most common ones.<\/p>\n\n\n\n<p>In the remaining part of this chapter, we\u2019ll take a look at those for the following:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>Supervised Learning<\/em>\u00a0: You can boil down the algorithms to two variations. One is classification, which divides the dataset into common labels. Examples of the algorithms include Naive Bayes Classifier and k-Nearest\u00a0Neighbor\u00a0(neural networks will be covered in Chapter\u00a04). Next, there is regression, which finds continuous patterns in the data. For this, we\u2019ll take a look at\u00a0linear regression,\u00a0ensemble modelling, and\u00a0decision trees.<\/li>\n\n\n\n<li><em>Unsupervised Learning<\/em>&nbsp;: In this category, we\u2019ll look at&nbsp;clustering. For this, we\u2019ll cover k-Means clustering&nbsp;.<\/li>\n<\/ul>\n\n\n\n<p>Figure\u00a03-3\u00a0shows a general framework for machine learning algorithms.<\/p>\n\n\n\n<figure class=\"wp-block-image\" id=\"Fig3\"><img decoding=\"async\" src=\"https:\/\/learning.oreilly.com\/api\/v2\/epubs\/urn:orm:book:9781484250280\/files\/images\/480660_1_En_3_Chapter\/480660_1_En_3_Fig3_HTML.jpg\" alt=\"..\/images\/480660_1_En_3_Chapter\/480660_1_En_3_Fig3_HTML.jpg\"\/><figcaption class=\"wp-element-caption\"><strong><em>Figure 3-3.<\/em><\/strong>General framework for&nbsp;machine learning&nbsp;algorithms<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>There is simply not enough room in this book to cover all the machine learning algorithms! Instead, it\u2019s better to focus on the most common ones. In the remaining part of this chapter, we\u2019ll take a look at those for the following: Figure\u00a03-3\u00a0shows a general framework for machine learning algorithms.<\/p>\n","protected":false},"author":1,"featured_media":3326,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[441],"tags":[],"class_list":["post-3420","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-3-machine-learning"],"jetpack_featured_media_url":"https:\/\/workhouse.sweetdishy.com\/wp-content\/uploads\/2024\/08\/images-41-1.jpeg","_links":{"self":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts\/3420","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/comments?post=3420"}],"version-history":[{"count":1,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts\/3420\/revisions"}],"predecessor-version":[{"id":3421,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/posts\/3420\/revisions\/3421"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/media\/3326"}],"wp:attachment":[{"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/media?parent=3420"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/categories?post=3420"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/workhouse.sweetdishy.com\/index.php\/wp-json\/wp\/v2\/tags?post=3420"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}