{"id":122,"date":"2020-01-03T18:10:42","date_gmt":"2020-01-03T18:10:42","guid":{"rendered":"http:\/\/blog.abolfazlm.com\/?p=122"},"modified":"2020-08-25T16:32:21","modified_gmt":"2020-08-25T13:02:21","slug":"what-is-machine-learning","status":"publish","type":"post","link":"https:\/\/mohammadijoo.ir\/en\/blog\/what-is-machine-learning\/","title":{"rendered":"What is \u201cMachine Learning\u201d?"},"content":{"rendered":"\n<p style=\"text-align:justify\"> Maybe you heard a lot the word \u201cMachine Learning\u201d in news and articles in recent years and wonder to know what it exactly is. Machine learning is a subset of \u201cArtificial Intelligence\u201d and it refers to the ways a machine can learn something. Before talking about machine learning, it is good to think about, \u201cHow a human learns\u201d? Imagine you are walking in a street and you see a lot of stores and shopping centers and etc. Next time, because you learned this street has lots of stores, you go there for shopping. If you didn\u2019t walk in this street and nobody told you about this street, have you any idea this street has stores or not?! That\u2019s exactly the way we learn: by providing related info about a subject somehow. If we want a machine to learn something, we should provide a lot of related info to machine and expect the machine to predict the new thing which is related to info we already provided to machine.<\/p>\n\n\n\n<!--more-->\n\n\n\n<p style=\"text-align:justify\"> Let\u2019s talk a little more scientific about machine learning. In general, we can divide Machine Learning to two main section: \u201cSupervised Learning\u201d and \u201cUnsupervised Learning\u201d. <\/p>\n\n\n\n<p style=\"text-align:justify\"> Supervised learning includes two main sub-section: \u201cregression\u201d and \u201cclassification\u201d. In regression problems, we provide a lot of info to machine and we expect the machine provide us a \u201cmodel\u201d which can predict for new input, its output. For example, we provide the info of a million home in USA to machine. The features which are inputs for learning are for example: Area of House, Age of House, Number of bedrooms, City of house and etc. The output for learning is price of house. By training the machine with this one million house info, we expect the machine provide us a model which can predict the new houses prices. This was a sample for \u201cRegression Problem\u201d which is subset of \u201cSupervised Learning\u201d.<\/p>\n\n\n\n<p style=\"text-align:justify\"> A sample for \u201cClassification Problem\u201d which is subset of \u201cSupervised Learning\u201d, could be classification of emails to \u201cSpam\u201d and \u201cNot Spam\u201d. Maybe you see in your email inbox which some emails directly sent to spam folder by algorithms of email company like gmail or yahoo and etc. Their machine learning algorithms, provided a lot of samples of spam emails and not-spam emails to machine and derived a model which can predict a new email is spam or not?!<\/p>\n\n\n\n<p style=\"text-align:justify\"> In supervised Learning problems, we always provide a lot of samples to machine to provide a model which can predict. Imagine you have a lot of data which has no label and want the machine divide this data to 2 or more cluster which its members have almost same specifications. This problem is \u201cClustering Problem\u201d and is subset of \u201cUnsupervised Learning\u201d. Notify that we didn\u2019t provide any former data to machine and at first time we give machine a bunch of data and we expect the machine divide the data to some clusters. Below image can be more descriptive about clustering problems:<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"http:\/\/blog.abolfazlm.com\/wp-content\/uploads\/2020\/01\/k-means-copy-1024x704.jpg\" alt=\"\" class=\"wp-image-123\" width=\"567\" height=\"389\" srcset=\"https:\/\/mohammadijoo.ir\/en\/blog\/wp-content\/uploads\/2020\/01\/k-means-copy-1024x704.jpg 1024w, https:\/\/mohammadijoo.ir\/en\/blog\/wp-content\/uploads\/2020\/01\/k-means-copy-300x206.jpg 300w, https:\/\/mohammadijoo.ir\/en\/blog\/wp-content\/uploads\/2020\/01\/k-means-copy-768x528.jpg 768w, https:\/\/mohammadijoo.ir\/en\/blog\/wp-content\/uploads\/2020\/01\/k-means-copy-1200x825.jpg 1200w, https:\/\/mohammadijoo.ir\/en\/blog\/wp-content\/uploads\/2020\/01\/k-means-copy.jpg 1318w\" sizes=\"(max-width: 567px) 100vw, 567px\" \/><\/figure><\/div>\n\n\n\n<p style=\"text-align:justify\"> In all of above problems, we need to find a \u201ccost function\u201d which its inputs are our features by some coefficients or weights. The common problem is to optimize the cost function and find the weight of each feature. There are a lot of mathematics behind the scene and if you love to learn about \u201cMachine Learning\u201d, you should be prepared for that mathematically. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Maybe you heard a lot the word \u201cMachine Learning\u201d in news and articles in recent years and wonder to know what it exactly is. Machine learning is a subset of \u201cArtificial Intelligence\u201d and it refers to the ways a machine can learn something. Before talking about machine learning, it is good to think about, \u201cHow [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":210,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[9,8,10],"tags":[87,83],"class_list":["post-122","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-computer-science","category-machine-learning","tag-numpy","tag-scikit-learn"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is \u201cMachine Learning\u201d? - Abolfazl Mohammadijoo&#039;s Blog<\/title>\n<meta name=\"description\" content=\"Maybe you heard a lot the word \u201cMachine Learning\u201d in news and articles in recent years and wonder to know what it exactly is. 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