{"id":2848,"date":"2023-04-04T05:17:14","date_gmt":"2023-04-04T05:17:14","guid":{"rendered":"https:\/\/pickl.ai\/blog\/?p=2848"},"modified":"2024-07-18T09:29:36","modified_gmt":"2024-07-18T09:29:36","slug":"supervised-learning-vs-unsupervised-learning","status":"publish","type":"post","link":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/","title":{"rendered":"Supervised learning vs Unsupervised learning"},"content":{"rendered":"<p><b>Summary:<\/b><span style=\"font-weight: 400;\"> Explore the distinctions between Supervised and Unsupervised Learning in Machine Learning. Understand their applications across various industries, from image recognition to anomaly detection.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#Introduction\" >Introduction<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#What_is_Supervised_Learning\" >What is Supervised Learning?\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#Applications_of_Supervised_Learning\" >Applications of Supervised Learning\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#What_is_Unsupervised_Learning\" >What is Unsupervised Learning?\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#Applications_of_Unsupervised_Learning\" >Applications of Unsupervised Learning\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#Differences_between_Supervised_Learning_Unsupervised_Learning\" >Differences between Supervised Learning &amp; Unsupervised Learning\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#Frequently_Asked_Questions\" >Frequently Asked Questions<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#What_is_the_difference_between_Supervised_and_Unsupervised_Learning\" >What is the difference between Supervised and Unsupervised Learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#What_are_examples_of_Supervised_Learning_applications\" >What are examples of Supervised Learning applications?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#How_can_I_benefit_from_learning_Supervised_and_Unsupervised_Learning\" >How can I benefit from learning Supervised and Unsupervised Learning?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#Conclusion\" >Conclusion\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"Introduction\"><\/span><b>Introduction<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Machine Learning is a crucial part of today\u2019s business world, where technological integration is vital in performing different functions. Accordingly, <\/span><a href=\"https:\/\/pickl.ai\/blog\/what-is-machine-learning\/\"><span style=\"font-weight: 400;\">Machine Learning<\/span><\/a><span style=\"font-weight: 400;\"> allows computers to learn and act like humans by providing data. <\/span><a href=\"https:\/\/pickl.ai\/blog\/machine-learning-algorithms-that-every-ml-engineer-should-know\/\"><span style=\"font-weight: 400;\">ML algorithms<\/span><\/a><span style=\"font-weight: 400;\"> ensure the data is trained, enabling the new input to make compelling predictions and deliver accurate results.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Significantly, one of the most prominent examples of a Machine Learning model is Siri by Apple, which can recognise speech by converting audio into textual form. Therefore, Supervised Learning vs Unsupervised Learning is part of Machine Learning.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">These include tasks that help the former predict accurate results and identify underlying patterns. Let\u2019s learn more about supervised and Unsupervised Learning and evaluate their differences.\u00a0<\/span><\/p>\n<h2 id=\"what-is-supervised-learning\"><span class=\"ez-toc-section\" id=\"What_is_Supervised_Learning\"><\/span><b>What is Supervised Learning?\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Supervised Learning is a type of Machine Learning in which an algorithm is trained using labelled data. Accordingly, the data in a dataset are designed to train or supervise algorithms that help predict outcomes accurately.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Effectively, with the help of labelled inputs and outputs, the machines can learn the process over time and measure the results. Significantly, Supervised Learning is practical in two types of tasks-<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Classification:<\/b><span style=\"font-weight: 400;\"> the goal is to predict a categorical label for each input data point<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/pickl.ai\/blog\/regression-in-machine-learning-types-examples\/\"><b>Regression<\/b><\/a><b>:<\/b><span style=\"font-weight: 400;\"> the goal is to predict a continuous value.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Accordingly, Examples of Supervised learning include linear regression, <\/span><a href=\"https:\/\/pickl.ai\/blog\/what-is-logistic-regression\/\"><span style=\"font-weight: 400;\">logistic regression<\/span><\/a><span style=\"font-weight: 400;\">, decision trees, random forests and <\/span><a href=\"https:\/\/www.ibm.com\/topics\/neural-networks\"><span style=\"font-weight: 400;\">neural networks<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<h3 id=\"applications-of-supervised-learning\"><span class=\"ez-toc-section\" id=\"Applications_of_Supervised_Learning\"><\/span><b>Applications of Supervised Learning\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Supervised learning finds wide-ranging applications across diverse industries due to its ability to learn from labelled data and make predictions or classifications. Below are some key applications where supervised learning algorithms play a crucial role:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Image and object recognition:<\/b><span style=\"font-weight: 400;\"> Supervised Learning Algorithms help accurately classify and recognise objects in images. Accordingly, they are useful in autonomous vehicles, surveillance, and healthcare.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Speech recognition:<\/b><span style=\"font-weight: 400;\"> Effectively, supervised learning algorithms help to transcribe speech to text using voice-activated assistants and automated transcription services.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Fraud detection: <\/b><span style=\"font-weight: 400;\">Moreover, using Supervised Learning Algorithms enables the detection of fraudulent transactions and activities, which is helpful in finance and banking.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Spam detection: <\/b><span style=\"font-weight: 400;\">Furthermore, applications of supervised learning algorithms help filter spam messages from legitimate ones. Accordingly, they are helpful in email services and social media platforms.<\/span><\/li>\n<\/ul>\n<h2 id=\"what-is-unsupervised-learning\"><span class=\"ez-toc-section\" id=\"What_is_Unsupervised_Learning\"><\/span><b>What is Unsupervised Learning?\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Unsupervised learning is a type of Machine Learning in which an algorithm is trained using data that does not have pre-existing target labels. Accordingly, Unsupervised Learning aims to identify patterns, structures, and relationships within the data without being given specific output labels to predict.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Furthermore, in unsupervised learning, the algorithm is given a dataset with only input features and is asked to discover underlying patterns and relationships in the data. Significantly, there are two <\/span><a href=\"https:\/\/pickl.ai\/blog\/unsupervised-machine-learning-models-types-applications\/\"><span style=\"font-weight: 400;\">types of Unsupervised Learning<\/span><\/a><span style=\"font-weight: 400;\">:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Clustering: <\/b><span style=\"font-weight: 400;\">which involves grouping similar data points.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Association: <\/b><span style=\"font-weight: 400;\">a technique to discover relationships between variables in a dataset.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Effectively, some instances of Unsupervised Learning Algorithms include k-means clustering, hierarchical clustering, <\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Principal_component_analysis\"><span style=\"font-weight: 400;\">principal component analysis<\/span><\/a><span style=\"font-weight: 400;\"> (PCA), and association rule learning.\u00a0<\/span><\/p>\n<h3 id=\"applications-of-unsupervised-learning\"><span class=\"ez-toc-section\" id=\"Applications_of_Unsupervised_Learning\"><\/span><b>Applications of Unsupervised Learning\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Unsupervised learning algorithms play a crucial role in various industries by uncovering patterns and structures in data without explicit supervision or labelled examples. This approach is beneficial in scenarios where the data is unstructured or lacks predefined categories. Below are some critical applications of unsupervised learning:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-clustering-anyway\/\"><b>Clustering<\/b><\/a><b>:<\/b><span style=\"font-weight: 400;\"> Unsupervised Learning Algorithms can be used to group similar data points based on their characteristics, which is helpful in market segmentation, customer profiling, and image segmentation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/pickl.ai\/blog\/anomaly-detection-in-machine-learning\/\"><b>Anomaly detection<\/b><\/a><b>:<\/b><span style=\"font-weight: 400;\"> Furthermore, Unsupervised Learning Algorithms can identify unusual data points or patterns that do not fit the expected behaviour, which is helpful in fraud detection, network intrusion detection, and fault detection in industrial processes.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Dimensionality reduction:<\/b><span style=\"font-weight: 400;\"> Moreover, Unsupervised Learning Algorithms can reduce the number of features in a dataset while retaining the essential information, which is helpful in data compression, visualisation, and training in Supervised Learning Algorithms.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Association rule:<\/b><span style=\"font-weight: 400;\"> Additionally, Unsupervised Learning Algorithms can identify hidden relationships between variables in a dataset, which is helpful in market basket analysis, customer behaviour analysis, and recommendation systems.<\/span><\/li>\n<\/ul>\n<h2 id=\"differences-between-supervised-learning-unsupervised-learning\"><span class=\"ez-toc-section\" id=\"Differences_between_Supervised_Learning_Unsupervised_Learning\"><\/span><b>Differences between Supervised Learning &amp; Unsupervised Learning\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Understanding the differences between Supervised and Unsupervised Learning is crucial for mastering Machine Learning. Supervised Learning relies on labelled data for training, while Unsupervised Learning explores patterns and structures in unlabeled data. Knowing these distinctions helps tailor appropriate algorithms for specific tasks, enhancing predictive accuracy and insights extraction in data science projects.<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><b>Supervised Learning<\/b><\/td>\n<td><b>Unsupervised Learning\u00a0<\/b><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">There are two different types of Supervised Learning, regression and classification.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">There are two types, including clustering and Association.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Both input and output data are given to the model in this type of Machine Learning\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">However, Unsupervised learning only provides input data.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Additionally, Supervised learning predicts the output.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">On the other hand, unsupervised learning finds hidden patterns in the data\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">The use of labelled data helps train run learning algorithms.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Effectively, the use of unlabeled data helps prepare unsupervised learning algorithms.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Moreover, a supervised learning model helps in producing accurate results.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Significantly an unsupervised learning model Needs to have more accurate results.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Additionally, the primary objective of Supervised learning is to train the model to predict using new data as input.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Unsupervised learning primarily aims to find valuable insights and hidden patterns from unknown datasets.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">It includes various algorithms like linear regression, logistic regression, decision trees, bayesian logic, etc.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Accordingly, unsupervised learning includes algorithms like KNN, clustering, and Apriori Algorithm.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Effectively, supervised learning accepts direct feedback to assess that output prediction is accurate.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Comparatively, no input is taken by unsupervised learning.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Supervised learning requires training for each data model and does not resemble Artificial Intelligence.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Unsupervised learning reaches AI as it keeps learning new things with every unique experience.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Considerably, Supervised learning knows the number of classes.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">In contrast, Unsupervised learning does not know the number of types.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Moreover, the computational complexity is high in this case.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">In comparison, in unsupervised learning, computational complexity is far less.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Significantly, Supervised Learning uses offline analysis.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Unsupervised learning, in contrast, uses real-time data analysis.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Evidently, Supervised Learning applications include image and object recognition, speech recognition, pattern recognition, etc.\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Moreover, Unsupervised Learning applications include anomaly detection, clustering, dimensionality reduction, etc.\u00a0<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"frequently-asked-questions\"><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span><b>Frequently Asked Questions<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"what-is-the-difference-between-supervised-and-unsupervised-learning\"><span class=\"ez-toc-section\" id=\"What_is_the_difference_between_Supervised_and_Unsupervised_Learning\"><\/span><b>What is the difference between Supervised and Unsupervised Learning?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Supervised Learning uses labelled data with known outcomes to train models for prediction tasks like classification and regression. In contrast, Unsupervised Learning deals with unlabeled data to uncover hidden patterns and structures without predefined outputs.<\/span><\/p>\n<h3 id=\"what-are-examples-of-supervised-learning-applications\"><span class=\"ez-toc-section\" id=\"What_are_examples_of_Supervised_Learning_applications\"><\/span><b>What are examples of Supervised Learning applications?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Supervised Learning finds application in diverse fields such as image recognition (identifying objects in photos), speech recognition (transcribing speech to text), fraud detection (detecting anomalous transactions), and spam detection (filtering unwanted emails).<\/span><\/p>\n<h3 id=\"how-can-i-benefit-from-learning-supervised-and-unsupervised-learning\"><span class=\"ez-toc-section\" id=\"How_can_I_benefit_from_learning_Supervised_and_Unsupervised_Learning\"><\/span><b>How can I benefit from learning Supervised and Unsupervised Learning?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Mastering Supervised and Unsupervised Learning techniques equip you with the skills to build accurate predictive models and extract valuable insights from data, which is crucial for advancing careers in data science and Machine Learning.<\/span><\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><b>Conclusion\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">As the blog concludes, you know the differences between supervised and unsupervised learning. Both these learning methods are part of Machine Learning which helps you build models using different algorithms and remain crucial for businesses.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Accordingly, to learn more about Machine Learning, join <\/span><a href=\"https:\/\/www.pickl.ai\/\"><span style=\"font-weight: 400;\">Pickl.AI\u2019s Data Science course<\/span><\/a><span style=\"font-weight: 400;\"> for Working Professionals or the Data Science Job Guarantee Program. Effectively, these courses provide you with extensive and industry-relevant modules, of which Machine Learning is a huge part.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Consequently, Supervised and Unsupervised Learning is part of these courses that enable you to become proficient in building <\/span><a href=\"https:\/\/pickl.ai\/blog\/machine-learning-algorithms-that-every-ml-engineer-should-know\/\"><span style=\"font-weight: 400;\">ML models<\/span><\/a><span style=\"font-weight: 400;\">. However, these courses can help you choose a future career path as a Machine Learning Engineer.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"Discover the crucial differences between supervised vs. Unsupervised Learning. Enhance your data skills today!\n","protected":false},"author":26,"featured_media":11983,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[2],"tags":[819,818,815,816,817],"ppma_author":[2216,2179],"class_list":{"0":"post-2848","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-machine-learning","8":"tag-applications-of-supervised-learning-unsupervised-learning","9":"tag-differences-between-supervised-learning-unsupervised-learning","10":"tag-supervised-learning-vs-unsupervised-learning","11":"tag-what-is-supervised-learning","12":"tag-what-is-unsupervised-learning"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Supervised learning vs Unsupervised learning- Pickl.AI<\/title>\n<meta name=\"description\" content=\"Critical differences between Supervised learning vs Unsupervised learning. Discover their applications and benefits in data science.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Supervised learning vs Unsupervised learning\" \/>\n<meta property=\"og:description\" content=\"Critical differences between Supervised learning vs Unsupervised learning. Discover their applications and benefits in data science.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Pickl.AI\" \/>\n<meta property=\"article:published_time\" content=\"2023-04-04T05:17:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-07-18T09:29:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Smith Alex, Raghu Madhav Tiwari\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Smith Alex\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/\"},\"author\":{\"name\":\"Smith Alex\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/48117213c22e77cd42d9af9b6b4b4056\"},\"headline\":\"Supervised learning vs Unsupervised learning\",\"datePublished\":\"2023-04-04T05:17:14+00:00\",\"dateModified\":\"2024-07-18T09:29:36+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/\"},\"wordCount\":1274,\"image\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg\",\"keywords\":[\"Applications of Supervised Learning &amp; Unsupervised learning\",\"Differences between Supervised learning &amp; Unsupervised learning\",\"Supervised learning vs Unsupervised learning\",\"What is Supervised Learning?\",\"What is unsupervised Learning?\"],\"articleSection\":[\"Machine Learning\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/\",\"url\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/\",\"name\":\"Supervised learning vs Unsupervised learning- Pickl.AI\",\"isPartOf\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg\",\"datePublished\":\"2023-04-04T05:17:14+00:00\",\"dateModified\":\"2024-07-18T09:29:36+00:00\",\"author\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/48117213c22e77cd42d9af9b6b4b4056\"},\"description\":\"Critical differences between Supervised learning vs Unsupervised learning. Discover their applications and benefits in data science.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage\",\"url\":\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg\",\"contentUrl\":\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg\",\"width\":1200,\"height\":628},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.pickl.ai\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning\",\"item\":\"https:\/\/www.pickl.ai\/blog\/category\/machine-learning\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Supervised learning vs Unsupervised learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/#website\",\"url\":\"https:\/\/www.pickl.ai\/blog\/\",\"name\":\"Pickl.AI\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.pickl.ai\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/48117213c22e77cd42d9af9b6b4b4056\",\"name\":\"Smith Alex\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/image\/74f69d8707f58519398bb6ba829c2ad9\",\"url\":\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/avatar_user_26_1723028835-96x96.jpg\",\"contentUrl\":\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/avatar_user_26_1723028835-96x96.jpg\",\"caption\":\"Smith Alex\"},\"description\":\"Smith Alex is a committed data enthusiast and an aspiring leader in the domain of data analytics. With a foundation in engineering and practical experience in the field of data science\",\"url\":\"https:\/\/www.pickl.ai\/blog\/author\/smithalex\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Supervised learning vs Unsupervised learning- Pickl.AI","description":"Critical differences between Supervised learning vs Unsupervised learning. Discover their applications and benefits in data science.","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:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/","og_locale":"en_US","og_type":"article","og_title":"Supervised learning vs Unsupervised learning","og_description":"Critical differences between Supervised learning vs Unsupervised learning. Discover their applications and benefits in data science.","og_url":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/","og_site_name":"Pickl.AI","article_published_time":"2023-04-04T05:17:14+00:00","article_modified_time":"2024-07-18T09:29:36+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg","type":"image\/jpeg"}],"author":"Smith Alex, Raghu Madhav Tiwari","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Smith Alex","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#article","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/"},"author":{"name":"Smith Alex","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/48117213c22e77cd42d9af9b6b4b4056"},"headline":"Supervised learning vs Unsupervised learning","datePublished":"2023-04-04T05:17:14+00:00","dateModified":"2024-07-18T09:29:36+00:00","mainEntityOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/"},"wordCount":1274,"image":{"@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg","keywords":["Applications of Supervised Learning &amp; Unsupervised learning","Differences between Supervised learning &amp; Unsupervised learning","Supervised learning vs Unsupervised learning","What is Supervised Learning?","What is unsupervised Learning?"],"articleSection":["Machine Learning"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/","url":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/","name":"Supervised learning vs Unsupervised learning- Pickl.AI","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage"},"image":{"@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg","datePublished":"2023-04-04T05:17:14+00:00","dateModified":"2024-07-18T09:29:36+00:00","author":{"@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/48117213c22e77cd42d9af9b6b4b4056"},"description":"Critical differences between Supervised learning vs Unsupervised learning. Discover their applications and benefits in data science.","breadcrumb":{"@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#primaryimage","url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg","contentUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg","width":1200,"height":628},{"@type":"BreadcrumbList","@id":"https:\/\/www.pickl.ai\/blog\/supervised-learning-vs-unsupervised-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pickl.ai\/blog\/"},{"@type":"ListItem","position":2,"name":"Machine Learning","item":"https:\/\/www.pickl.ai\/blog\/category\/machine-learning\/"},{"@type":"ListItem","position":3,"name":"Supervised learning vs Unsupervised learning"}]},{"@type":"WebSite","@id":"https:\/\/www.pickl.ai\/blog\/#website","url":"https:\/\/www.pickl.ai\/blog\/","name":"Pickl.AI","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pickl.ai\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/48117213c22e77cd42d9af9b6b4b4056","name":"Smith Alex","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/image\/74f69d8707f58519398bb6ba829c2ad9","url":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/avatar_user_26_1723028835-96x96.jpg","contentUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/avatar_user_26_1723028835-96x96.jpg","caption":"Smith Alex"},"description":"Smith Alex is a committed data enthusiast and an aspiring leader in the domain of data analytics. With a foundation in engineering and practical experience in the field of data science","url":"https:\/\/www.pickl.ai\/blog\/author\/smithalex\/"}]}},"jetpack_featured_media_url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2023\/04\/image1-5.jpg","authors":[{"term_id":2216,"user_id":26,"is_guest":0,"slug":"smithalex","display_name":"Smith Alex","avatar_url":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/avatar_user_26_1723028835-96x96.jpg","first_name":"Smith","user_url":"","last_name":"Alex","description":"Smith Alex is a committed data enthusiast and an aspiring leader in the domain of data analytics. With a foundation in engineering and practical experience in the field of data science"},{"term_id":2179,"user_id":11,"is_guest":0,"slug":"raghutiwari","display_name":"Raghu Madhav Tiwari","avatar_url":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/02\/avatar_user_11_1676961212-96x96.png","first_name":"Raghu Madhav","user_url":"https:\/\/raghumadhavtiwari.medium.com\/","last_name":"Tiwari","description":"Introducing Raghu Madhav Tiwari, a highly skilled data scientist with a strong mathematical foundation, and a passion for solving complex business challenges. With a proven track record of developing data-driven solutions to drive business growth and enhance operational efficiency, Raghu is a true asset to any organization.\r\n\r\nAs a master of the art of data analysis, Raghu possesses a unique ability to convert raw data into valuable insights that lead to tangible results. Armed with exceptional critical thinking skills, Raghu employs a meticulous approach to problem-solving that involves leveraging cutting-edge statistical and mathematical techniques to drive informed decision-making.\r\n\r\nIn addition to his impressive analytical acumen, Raghu is also a gifted communicator and writer, regularly sharing his insights through engaging articles on various topics related to his field of expertise.\r\n\r\n\r\nMedium: https:\/\/raghumadhavtiwari.medium.com\/\r\nGithub: https:\/\/github.com\/RaghuMadhavTiwari"}],"_links":{"self":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts\/2848","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/users\/26"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/comments?post=2848"}],"version-history":[{"count":6,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts\/2848\/revisions"}],"predecessor-version":[{"id":11986,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts\/2848\/revisions\/11986"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/media\/11983"}],"wp:attachment":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/media?parent=2848"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/categories?post=2848"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/tags?post=2848"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/ppma_author?post=2848"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}