{"id":9380,"date":"2016-10-25T10:17:53","date_gmt":"2016-10-25T08:17:53","guid":{"rendered":"https:\/\/stage-fp.webenv.pl\/blog\/?p=9380"},"modified":"2025-11-07T11:40:27","modified_gmt":"2025-11-07T10:40:27","slug":"machine-learningin-a-nutshell-infographic","status":"publish","type":"post","link":"https:\/\/www.future-processing.com\/blog\/machine-learningin-a-nutshell-infographic\/","title":{"rendered":"Machine Learning in a nutshell &#8211; infographic"},"content":{"rendered":"\n<p><span style=\"font-size: inherit;\">The concept of Machine Learning derives from constant development of smart technologies, happening right in front of our eyes. But how does it actually work and when did it start? <\/span><\/p>\n\n\n\n<p><span style=\"font-size: inherit;\">These are only a few questions we will answer in our <\/span><a href=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2016\/10\/machine_learning_infographic.pdf\">machine learning infographic.&nbsp;<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" width=\"652\" height=\"2353\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2016\/10\/machine_learning_infographic.jpg\" alt=\"\" class=\"wp-image-12520\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2016\/10\/machine_learning_infographic.jpg 652w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2016\/10\/machine_learning_infographic-83x300.jpg 83w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2016\/10\/machine_learning_infographic-284x1024.jpg 284w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2016\/10\/machine_learning_infographic-426x1536.jpg 426w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2016\/10\/machine_learning_infographic-111x400.jpg 111w\" sizes=\"(max-width: 652px) 100vw, 652px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Machine Learning in a nutshell<\/h2>\n\n\n\n<p><span data-contrast=\"auto\">Technology today is evolving today at such a pace that predictions of trends and innovations can be out of date even be<\/span><span data-contrast=\"auto\">fore the studies<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-contrast=\"auto\">are<\/span><span data-contrast=\"auto\">&nbsp;published in the form of an article or research paper<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">. The very evolution of technology enables and accelerates the changes and subsequently causes the rapid progress<\/span><span data-contrast=\"auto\">&nbsp;towards&nbsp;<\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.future-processing.com\/software-services\/software-development-teams\/technologies\/\">future technologies<\/a><\/span><span data-contrast=\"auto\">&nbsp;that we see in today\u2019s technological world.&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">Technology-based careers do not<\/span><span data-contrast=\"auto\">&nbsp;often change at<\/span><span data-contrast=\"auto\"> the same pace, but the modern world IT professional is aware that his or her role may not stay the same. The IT professional in 2020 is<\/span><span data-contrast=\"auto\">&nbsp;not limited to traditional&nbsp;<\/span><a href=\"https:\/\/www.future-processing.com\/blog\/software-development-outsourcing-2020-guide\/\"><span data-contrast=\"none\">software development<\/span><\/a><span data-contrast=\"auto\">&nbsp;but rather is<\/span><span data-contrast=\"auto\">&nbsp;always learning.&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">Some of the major players in the technologically evolving world today include Artificial Intelligence (AI), Machine Learning, Robotic Process Automation (RPA),&nbsp;<\/span><a href=\"https:\/\/www.future-processing.com\/software-services\/consultancy\/blockchain-development\/\"><span data-contrast=\"none\">Blockchain<\/span><\/a><span data-contrast=\"auto\">, Edge Computing, Virtual Reality and Augmented Reality, Internet of Things,&nbsp;<\/span><a href=\"https:\/\/www.future-processing.com\/software-services\/consultancy\/big-data\/\"><span data-contrast=\"none\">Big Data<\/span><\/a><span data-contrast=\"auto\">,&nbsp;<\/span><a href=\"https:\/\/www.future-processing.com\/software-services\/business-intelligence\/\"><span data-contrast=\"none\">Business Intelligence<\/span><\/a><span data-contrast=\"auto\">, etc.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">Machine L<\/span><span data-contrast=\"auto\">earning<\/span><span data-contrast=\"auto\">&nbsp;(ML)<\/span><span data-contrast=\"auto\">&nbsp;is without a doubt one of the most popular technologies today. Machine learning has begun to reshape how we live today, and it is important to understand what it is and how it influences the&nbsp;<\/span><span data-contrast=\"auto\">lives<\/span><span data-contrast=\"auto\">&nbsp;of humans.&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What exactly is Machine Learning?<\/h2>\n\n\n\n<p><span data-contrast=\"auto\">The<\/span><span data-contrast=\"auto\">&nbsp;forma<\/span><span data-contrast=\"auto\">l<\/span><span data-contrast=\"auto\">&nbsp;and traditional<\/span><span data-contrast=\"auto\">&nbsp;definition of ML<\/span><span data-contrast=\"auto\">&nbsp;can be<\/span><span data-contrast=\"auto\">&nbsp;stated as<\/span><span data-contrast=\"auto\">&nbsp;\u201cA computer program learns from experience while doing some class of task if its performance measure improves at that task with expe<\/span><span data-contrast=\"auto\">rience\u201d. This definition adheres to<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-contrast=\"auto\">Alan Turing\u2019<\/span><span data-contrast=\"auto\">s hypothesis<\/span><span data-contrast=\"auto\">&nbsp;in his<\/span><span data-contrast=\"auto\">&nbsp;1950<\/span><span data-contrast=\"auto\">&nbsp;paper \u201cComputing Machinery and Intelligence\u201d, in which&nbsp;<\/span><span data-contrast=\"auto\">he asked,<\/span><span data-contrast=\"auto\">&nbsp;\u201c<\/span><span data-contrast=\"auto\">Can<\/span><span data-contrast=\"auto\">&nbsp;a<\/span><span data-contrast=\"auto\">&nbsp;machine think rationally?<\/span><span data-contrast=\"auto\">\u201d&nbsp;<\/span><span data-contrast=\"auto\">In simpler<\/span><span data-contrast=\"auto\">&nbsp;term<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">, we can say that Machine learning (ML)<\/span><span data-contrast=\"auto\">&nbsp;scrutinizes the mathematical patterns<\/span><span data-contrast=\"auto\">&nbsp;of a task with the help of various<\/span><span data-contrast=\"auto\">&nbsp;computer&nbsp;<\/span><span data-contrast=\"auto\">algorithms and use<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">&nbsp;them to progressively improve the performance on a specific task.<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">Because of the technological advances today, ML of today is largely different from the ML in the past. Machine learning originated from simple pattern recognition and on the simple ground basis that<\/span><span data-contrast=\"auto\">&nbsp;computers can learn without any<\/span><span data-contrast=\"auto\">&nbsp;human intervention.&nbsp;<\/span><span data-contrast=\"auto\">The most vital aspect about ML algorithms<\/span><span data-contrast=\"auto\">&nbsp;is that their independent adaptability as the model is exposed to a new<\/span><span data-contrast=\"auto\">er<\/span><span data-contrast=\"auto\">&nbsp;dataset.&nbsp;<\/span><span data-contrast=\"auto\">The m<\/span><span data-contrast=\"auto\">odel learns from the previous computational outputs to get reliable decisions and results.<\/span><span data-contrast=\"auto\">&nbsp;In that sense, ML is not a new field of scie<\/span><span data-contrast=\"auto\">nce or engineering. It is<\/span><span data-contrast=\"auto\">&nbsp;a technology that has<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-contrast=\"auto\">gained fresh momentum.&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">ML today can be seen everywhere, regardless of whether we notice it or not. Some of the major areas where ML is enriching human lives are:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b><span data-contrast=\"auto\">Online products recommendations\u00a0<\/span><\/b><span data-contrast=\"auto\">\u2013 ML allows retailers to personalize recommendations for customers based on previous purchases and search patterns. A great example of this is the recently rolled out\u00a0<\/span><a href=\"https:\/\/store.steampowered.com\/recommender\/76561198299619543?snr=1_2500_4_\" rel=\"noopener\"><span data-contrast=\"none\">Interactive Recommender<\/span><\/a><span data-contrast=\"auto\">\u00a0by Steam, an online store for video games.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><b><span data-contrast=\"auto\">Spam Filters\u00a0<\/span><\/b><span data-contrast=\"auto\">\u2013 The email inbox while seeming like an unlikely place for applying ML, uses the technology for one of its most important features i.e. spam filtering.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><b><span data-contrast=\"auto\">Facebook\u2019s news feed\u00a0<\/span><\/b><span data-contrast=\"auto\">\u2013 The<\/span><span data-contrast=\"auto\">\u00a0News Feed uses machine learn<\/span><span data-contrast=\"auto\">ing to personalize each user<\/span><span data-contrast=\"auto\">\u2019<\/span><span data-contrast=\"auto\">s feed. If a user\u00a0<\/span><span data-contrast=\"auto\">frequently stops scrolling to read or like a particular friend\u2019s posts, the News Feed will start to show more of that friend\u2019s activity earlier in the feed.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Machine Learning vs Artificial Intelligence&nbsp;<\/h2>\n\n\n\n<p><span data-contrast=\"auto\">In the simplest terms, w<\/span><span data-contrast=\"auto\">hile artificial intelligence (AI) is the comprehensive science of&nbsp;<\/span><span data-contrast=\"auto\">enabling machines to display&nbsp;<\/span><span data-contrast=\"auto\">human behaviour and their abilities,&nbsp;<\/span><span data-contrast=\"auto\">ML<\/span><span data-contrast=\"auto\">&nbsp;is a subset of AI that trains a machine on how to learn<\/span><b><span data-contrast=\"auto\">.<\/span><\/b><b><span data-contrast=\"auto\">&nbsp;<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">Machine learning is technically a branch of AI, but it is&nbsp;<\/span><span data-contrast=\"auto\">far&nbsp;<\/span><span data-contrast=\"auto\">more specific than the overall concept.<\/span><span data-contrast=\"auto\">&nbsp;The concept of Generalized AI (general<\/span><span data-contrast=\"auto\">&#8211;<\/span><span data-contrast=\"auto\">purpose AI) led to the genesis and development of machine learning.<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-contrast=\"auto\">The basis of Machine learning is<\/span><span data-contrast=\"auto\">&nbsp;the&nbsp;<\/span><span data-contrast=\"auto\">notion<\/span><span data-contrast=\"auto\">&nbsp;that we can build machines to process data and learn on their own, without our constant supervision.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">Both AI and ML have extensive and valuable business applications. These systems together have many applications to offer. Machine learning<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">&nbsp;however<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">&nbsp;has gotten a much larger momentum in the recent years and subsequently<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">&nbsp;many companies have focused on that source for solutions.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Deep Learning vs Machine Learning&nbsp;&nbsp;<\/h2>\n\n\n\n<p><span data-contrast=\"auto\">The concept of deep learning like machine learning is not new. It has b<\/span><span data-contrast=\"auto\">een around for some time<\/span><span data-contrast=\"auto\">. The&nbsp;<\/span><a href=\"https:\/\/www.techopedia.com\/definition\/30325\/deep-learning\" rel=\"noopener\"><span data-contrast=\"none\">formal definition<\/span><\/a><span data-contrast=\"auto\">&nbsp;of deep learning states that \u2013 \u201c<\/span><i><span data-contrast=\"auto\">Deep learning is a collection of algorithms used in machine learning, used to model high-level abstractions in data through the use of model architectures, which are composed of multiple nonlinear transformations. It is part of a broad family of methods used for machine learning that are based on learning representations of data.<\/span><\/i><span data-contrast=\"auto\">\u201d<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">In simpler terms<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">&nbsp;deep learning is similar to machine learning but at a greater level of specificity. While traditional ML algorithms perform fairly on a small dataset, deep learning algorithms tend to&nbsp;<\/span><span data-contrast=\"auto\">yield<\/span><span data-contrast=\"auto\">&nbsp;in such scenarios.&nbsp;<\/span><span data-contrast=\"auto\">Deep learning algorithms also usua<\/span><span data-contrast=\"auto\">lly require<\/span><span data-contrast=\"auto\">&nbsp;high-end machines, contrary to machine learning algorithms that perform well even on low-end machines.&nbsp;<\/span><span data-contrast=\"auto\">Deep learning algorithms also usually&nbsp;<\/span><span data-contrast=\"auto\">require<\/span><span data-contrast=\"auto\">&nbsp;a longer time to run than machine learn<\/span><span data-contrast=\"auto\">ing algorithms.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Machine Learning algorithms<\/h2>\n\n\n\n<p><span data-contrast=\"auto\">Broadly speaking, there are three main categories of ML algorithms \u2013&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b><span data-contrast=\"auto\">Supervised learning\u00a0<\/span><\/b><span data-contrast=\"auto\">\u2013 These types of<\/span><span data-contrast=\"auto\">\u00a0algorithm<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">\u00a0consist of\u00a0<\/span><span data-contrast=\"auto\">a<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">variable that is known as the outcome<\/span><span data-contrast=\"auto\">\u00a0(or dependent variable) which\u00a0<\/span><span data-contrast=\"auto\">needs to be<\/span><span data-contrast=\"auto\">\u00a0predicted\u00a0<\/span><span data-contrast=\"auto\">based on<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">a previously known<\/span><span data-contrast=\"auto\">\u00a0set of predictors (independent variables). Using these set of variables,\u00a0<\/span><span data-contrast=\"auto\">a function is generated<\/span><span data-contrast=\"auto\">\u00a0that map<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">\u00a0inputs to desired outputs. The training process\u00a0<\/span><span data-contrast=\"auto\">is carried on\u00a0<\/span><span data-contrast=\"auto\">until the model achieves\u00a0<\/span><span data-contrast=\"auto\">the level of accuracy in predictions expected<\/span><span data-contrast=\"auto\">\u00a0on the training data.<\/span><span data-contrast=\"auto\">\u00a0Examples of this type of learning algorithms are\u00a0<\/span><a href=\"https:\/\/www.geeksforgeeks.org\/regression-classification-supervised-machine-learning\/\" rel=\"noopener\"><span data-contrast=\"none\">Regression<\/span><\/a><span data-contrast=\"auto\">,\u00a0<\/span><a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2016\/04\/complete-tutorial-tree-based-modeling-scratch-in-python\/\" rel=\"noopener\"><span data-contrast=\"none\">Decision Trees<\/span><\/a><span data-contrast=\"auto\">,\u00a0<\/span><a href=\"https:\/\/towardsdatascience.com\/understanding-random-forest-58381e0602d2\" rel=\"noopener\"><span data-contrast=\"none\">Random Forest<\/span><\/a><span data-contrast=\"auto\">, etc.\u00a0<\/span><\/li>\n\n\n\n<li><b><span data-contrast=\"auto\">Unsupervised learning<\/span><\/b><span data-contrast=\"auto\">\u00a0&#8211;<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">In this algorithm,\u00a0<\/span><span data-contrast=\"auto\">the target estimate or variable is not known<\/span><span data-contrast=\"auto\">. It is used to cluster the<\/span><span data-contrast=\"auto\">\u00a0population in\u00a0<\/span><span data-contrast=\"auto\">various<\/span><span data-contrast=\"auto\">\u00a0groups, which is widely used for\u00a0<\/span><span data-contrast=\"auto\">segmenting customers in different groups for specific intervention.<\/span><span data-contrast=\"auto\">\u00a0Examples of this type of algorithms are\u00a0<\/span><a href=\"https:\/\/www.geeksforgeeks.org\/apriori-algorithm\/\" rel=\"noopener\"><span data-contrast=\"none\">Apriori<\/span><span data-contrast=\"none\">\u00a0Algorithm<\/span><\/a><span data-contrast=\"auto\">\u00a0and\u00a0<\/span><a href=\"https:\/\/towardsdatascience.com\/understanding-k-means-clustering-in-machine-learning-6a6e67336aa1\" rel=\"noopener\"><span data-contrast=\"none\">K-means<\/span><\/a><span data-contrast=\"auto\">. <\/span><\/li>\n\n\n\n<li><b><span data-contrast=\"auto\">Reinforcement learning<\/span><\/b><b><span data-contrast=\"auto\">\u00a0<\/span><\/b><span data-contrast=\"auto\">\u2013 In this approach<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">\u00a0the model continuously<\/span><span data-contrast=\"auto\">\u00a0tries to<\/span><span data-contrast=\"auto\">\u00a0find the optimal outcome using trial and error. The model learns from previous experiences and tries to capture and use the best possible knowledge to reach the most accurate decision.\u00a0<\/span><span data-contrast=\"auto\">Example of reinforcement learning is the\u00a0<\/span><a href=\"https:\/\/towardsdatascience.com\/reinforcement-learning-demystified-markov-decision-processes-part-1-bf00dda41690\" rel=\"noopener\"><span data-contrast=\"none\">Markov Decision Process<\/span><\/a><span data-contrast=\"auto\">.<\/span> \u00a0<span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Applications of Machine Learning and some Machine Learning start-ups<\/h2>\n\n\n\n<p><span data-contrast=\"auto\">Machine learning is all around us. From social media to healthcare, the effects and benefits of ML can be felt in all major sectors. Some of the major applications of ML today are:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span data-contrast=\"auto\">Virtual Personal Assistants<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Social Media Services<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Email Spam and Malware Filtering\u00a0<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Search Engine Result Refining<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Online Fraud Detection<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/how-can-artificial-intelligence-keep-you-feeling-well\/\"><span data-contrast=\"none\">Artificial Intelligence Healthcare Sector<\/span><\/a><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n\n\n\n<li><span data-contrast=\"auto\">Product Recommendations and Personalization<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/www.future-processing.com\/blog\/top-8-fintech-insuretech-companies-to-keep-an-eye-on-in-2019\/\"><span data-contrast=\"none\">Machine learning in fintech<\/span><\/a><span data-contrast=\"auto\">&nbsp;<\/span><span data-contrast=\"auto\">startups<\/span><span data-contrast=\"auto\">&nbsp;is also a&nbsp;<\/span><span data-contrast=\"auto\">large<\/span><span data-contrast=\"auto\">&nbsp;growing trend. Similarly<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">&nbsp;<\/span><a href=\"https:\/\/www.future-processing.com\/blog\/9-healthcare-startups-to-follow-in-london-in-2019\/\"><span data-contrast=\"none\">ML in healthcare startups<\/span><\/a><span data-contrast=\"auto\">&nbsp;is flourishing.&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The future of Machine Learning&nbsp;&nbsp;&nbsp;<\/h2>\n\n\n\n<p><span data-contrast=\"auto\"><strong>In 2020 Machine Learning<\/strong> has the ability to<\/span><span data-contrast=\"auto\">&nbsp;process and make sense of<\/span><span data-contrast=\"auto\">&nbsp;vast quantities of data and&nbsp;<\/span><span data-contrast=\"auto\">collect metrics. ML also has the ability to apply these metrics to develop more complex algorithms that will be able to perform increasingly complex tasks.<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-contrast=\"auto\">Real-time intelligence for complex&nbsp;<\/span><span data-contrast=\"auto\">decision-making<\/span><span data-contrast=\"auto\">&nbsp;is&nbsp;<\/span><span data-contrast=\"auto\">essential<\/span><span data-contrast=\"auto\">&nbsp;to businesses today. The forecasting needed for such decisions based on the<\/span><span data-contrast=\"auto\">&nbsp;<\/span><a href=\"https:\/\/www.forbes.com\/sites\/cognitiveworld\/2019\/04\/16\/forecasting-markets-machine-learning-to-the-rescue\/#5790ea8264b1\" rel=\"noopener\"><span data-contrast=\"none\">performance of the markets<\/span><\/a><span data-contrast=\"auto\">&nbsp;in future years will&nbsp;<\/span><span data-contrast=\"auto\">best be<\/span><span data-contrast=\"auto\">&nbsp;accomplished using<\/span><span data-contrast=\"auto\">&nbsp;ML over human force.<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">As technology advances even further, more businesses will embrace the AI and ML revolution. Competition to make the best use of the enormous data available and machine learning is bound to tighten. Businesses with strong ML applications will have a major competitive advantage over rivals.&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p><span data-contrast=\"auto\">ML<\/span><span data-contrast=\"auto\">&nbsp;has taken an&nbsp;<\/span><span data-contrast=\"auto\">essential<\/span><span data-contrast=\"auto\">&nbsp;step in a learnable probabilistic model.&nbsp;<\/span><span data-contrast=\"auto\">The re<\/span><span data-contrast=\"auto\">cent advancement<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">&nbsp;in computational power and data availability&nbsp;<\/span><span data-contrast=\"auto\">has significantly helped in improving the effectiveness of ML algorithms<\/span><span data-contrast=\"auto\">. Primarily<\/span><span data-contrast=\"auto\">&nbsp;ML has contributed greatly<\/span><span data-contrast=\"auto\">&nbsp;in<\/span><span data-contrast=\"auto\">&nbsp;improving<\/span><span data-contrast=\"auto\">&nbsp;automation and solving<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-contrast=\"auto\">complex problems that earlier seemed impossible to overcome<\/span><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559740&quot;:259}\">&nbsp;<\/span><\/p>\n\n\n\n<p><span data-contrast=\"auto\">With more and more businesses starting to adopt machine learning and integrating these algorithms into their model, machine learning shows no signs to stop any time soon.&nbsp;<\/span><a href=\"https:\/\/www.future-processing.com\/software-services\/consultancy\/artificial-inteligence-machine-learning\/\"><span data-contrast=\"none\">Artificial&nbsp;<\/span><span data-contrast=\"none\">Intelligence software development<\/span><\/a><span data-contrast=\"auto\">&nbsp;is also a rapidly growing field and developers of the modern world need to keep up with the trends by updating their knowledge and skills constantly.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We all realise that it is only a matter of time before we will be co-working with robots and numerous automatic programs. It is all because we take greater interest in Machine Learning.<\/p>\n","protected":false},"author":99,"featured_media":12860,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2182],"tags":[1454],"coauthors":[538],"class_list":["post-9380","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","tag-machine-learning-en"],"acf":{"reading-time":"","show-toc-sublists":false,"image":"","logo":"","button1":{"button1_type":"none","button":""},"button2":{"button2_type":"none","button":""},"person":{"person_photo":"","person_name":"","person_position":""}},"_links":{"self":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/9380","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/users\/99"}],"replies":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/comments?post=9380"}],"version-history":[{"count":5,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/9380\/revisions"}],"predecessor-version":[{"id":34912,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/9380\/revisions\/34912"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media\/12860"}],"wp:attachment":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media?parent=9380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/categories?post=9380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/tags?post=9380"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/coauthors?post=9380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}