{"id":187440,"date":"2024-07-31T06:30:00","date_gmt":"2024-07-31T05:30:00","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=187440"},"modified":"2024-07-30T21:55:53","modified_gmt":"2024-07-30T20:55:53","slug":"all-about-predictive-coding","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/all-about-predictive-coding","title":{"rendered":"Predictive coding: What is it? What are its benefits?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"187440\" class=\"elementor elementor-187440\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1d772c2 e-flex e-con-boxed e-con\" data-id=\"1d772c2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c885f95 elementor-widget elementor-widget-heading\" data-id=\"c885f95\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><p class=\"elementor-heading-title elementor-size-default\">The analysis of brain function is a complex and ever-evolving field. According to various studies, the brain employs its unique algorithm for foretelling future sounds and visuals: predictive coding. In this article, we'll delve into predictive coding, essentially the brain's innate algorithm for predicting its surroundings.<\/p>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-360cfd6 e-flex e-con-boxed e-con\" data-id=\"360cfd6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5882b3c elementor-widget elementor-widget-heading\" data-id=\"5882b3c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is predictive caption?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c4c6b2 elementor-widget elementor-widget-text-editor\" data-id=\"7c4c6b2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Our brain is adept at formulating a complex and sophisticated model from its <\/span><b>cognitive experiences<\/b><span style=\"font-weight: 400;\">. Consequently, it can predict future events and prepare for them. Utilizing this model, it achieves remarkable accuracy in recognizing people, sounds, or images based on past encounters. By pre-empting its environment rather than scrutinizing every detail at each instant, the brain lessens <\/span><b>cognitive load<\/b><span style=\"font-weight: 400;\">, leading to <\/span><b>time savings<\/b><span style=\"font-weight: 400;\"> and enhanced <\/span><b>efficiency<\/b><span style=\"font-weight: 400;\">. A discrepancy between its prediction and the actual outcome triggers a surprise effect.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4fa7cb8 e-flex e-con-boxed e-con\" data-id=\"4fa7cb8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-331a795 elementor-widget elementor-widget-heading\" data-id=\"331a795\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">The surprise effect<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25062e1 elementor-widget elementor-widget-text-editor\" data-id=\"25062e1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Predictive coding relies on the information <\/span><b>anticipated by the brain<\/b><span style=\"font-weight: 400;\"> and its prior knowledge. When the brain encounters information it hasn&#8217;t correctly anticipated, it results in a prediction error: a variance between the expected outcome and the real one. This discrepancy leads to the surprise we feel when faced with unforeseen information. It induces our brain to <\/span><b>adapt<\/b><span style=\"font-weight: 400;\"> and <\/span><b>refine its model<\/b><span style=\"font-weight: 400;\">, enabling better foresight in similar situations ahead. This iterative refinement process facilitates its continuous enhancement in comprehending our world.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b37d0ad e-flex e-con-boxed e-con\" data-id=\"b37d0ad\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed3db1b elementor-widget elementor-widget-heading\" data-id=\"ed3db1b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Predictive coding and autism<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-907c561 elementor-widget elementor-widget-text-editor\" data-id=\"907c561\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Recent studies indicate that a malfunction in this <\/span><b>prediction system<\/b><span style=\"font-weight: 400;\"> may explain the <\/span><b>heightened sensitivity of individuals with autism<\/b><span style=\"font-weight: 400;\"> towards sensory stimuli.<\/span><\/p><p><span style=\"font-weight: 400;\">Consider a non-autistic individual entering a perfumery. Initially, the intense fragrance might be overpowering and unexpected, but eventually, the brain acclimatizes to the aroma, ceasing to focus on it. This adjustment occurs because the brain, after a period of adaptation, predicts the scent&#8217;s persistence and chooses to <\/span><b>ignore this repetitive sensory input<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Conversely, an individual with autism might not be able to disregard this sensory data as easily. With each whiff, their brain perceives a fresh stimulus. The inaccuracies in their brain&#8217;s predictive model, provoked by an anomaly within this system, elucidate why the scent seems to reemerge with each occurrence, leading to discomfort with strong smells.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-607bd11 elementor-widget elementor-widget-image\" data-id=\"607bd11\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"900\" height=\"514\" src=\"https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest1.jpg\" class=\"attachment-full size-full wp-image-187446\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest1.jpg 900w, https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest1-300x171.jpg 300w, https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest1-768x439.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d614466 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"d614466\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Browse our training courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b85a2d3 e-flex e-con-boxed e-con\" data-id=\"b85a2d3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4db93b4 elementor-widget elementor-widget-heading\" data-id=\"4db93b4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Predictive coding algorithm<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2286db1 elementor-widget elementor-widget-text-editor\" data-id=\"2286db1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Professor <\/span><b>Karl Friston<\/b><span style=\"font-weight: 400;\">, a seminal figure in the study of predictive coding, has explored the specific algorithm the brain uses to predict its external milieu. He proposes that our brain likely employs an algorithm akin to the maximum likelihood estimation, or the <\/span><b>EM algorithm (Expectation Maximization)<\/b><span style=\"font-weight: 400;\">. The EM algorithm leverages available data to deduce <\/span><b>statistical parameters<\/b><span style=\"font-weight: 400;\"> using <\/span><b>mathematical probability formulas<\/b><span style=\"font-weight: 400;\"> for interpreting the surrounding world. The brain&#8217;s goal is to perpetually adjust its parameters and refresh its internal model to <\/span><b>minimize the discrepancy between its predictions and reality<\/b><span style=\"font-weight: 400;\">. This algorithm is frequently utilized in the field of <a href=\"https:\/\/datascientest.com\/en\/machine-learning-what-is-it-and-why-does-it-change-the-world\">Machine Learning<\/a>.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bbb54fe e-flex e-con-boxed e-con\" data-id=\"bbb54fe\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a55db46 elementor-widget elementor-widget-heading\" data-id=\"a55db46\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Signal compression for improved efficiency<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b121aa4 elementor-widget elementor-widget-text-editor\" data-id=\"b121aa4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Thanks to predictive coding, our brain doesn&#8217;t have to process every incoming signal but rather the error between the prediction and the actual result, which typically showcases lower variance. Thus, predictive coding strives to only encode this discrepancy, facilitating a more efficient <\/span><b>signal compression<\/b><span style=\"font-weight: 400;\">. For instance, this method can be applied in video compression: certain pixels are consistent across multiple frames, therefore, recording these pixels incessantly is unnecessary.<\/span><\/p><p><span style=\"font-weight: 400;\">These predictions are made based on the model and its intricacy. For example, in the case of an image, it might involve calculating the mean of adjacent pixels. Naturally, there exist much more complex models, which are beyond the scope of this discussion.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-887909c e-flex e-con-boxed e-con\" data-id=\"887909c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a08b81b elementor-widget elementor-widget-heading\" data-id=\"a08b81b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d06b0f elementor-widget elementor-widget-text-editor\" data-id=\"9d06b0f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Predictive coding elucidates how our brain optimizes the <\/span><b>processing of external stimuli<\/b><span style=\"font-weight: 400;\"> by anticipating incoming data. It employs <a href=\"https:\/\/datascientest.com\/en\/algorithm-what-is-it\">algorithms<\/a> that are well-established in the <a href=\"https:\/\/datascientest.com\/en\/data-scientist-course\">Data Science<\/a> domain. To dive deeper into data science technologies and prepare for a career in Data, consider joining <a href=\"https:\/\/datascientest.com\/en\/\">DataScientest<\/a>, which provides extensive educational programs.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aba5db0 elementor-widget elementor-widget-image\" data-id=\"aba5db0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"900\" height=\"514\" src=\"https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest2.jpg\" class=\"attachment-full size-full wp-image-187450\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest2.jpg 900w, https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest2-300x171.jpg 300w, https:\/\/datascientest.com\/en\/files\/2024\/07\/Predictive_Coding_DataScientest2-768x439.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d115c0 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"6d115c0\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our training courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ada998d e-flex e-con-boxed e-con\" data-id=\"ada998d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1eac983 elementor-widget elementor-widget-html\" data-id=\"1eac983\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"What is predictive coding?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Predictive coding is a technique used in data science and artificial intelligence to forecast future outcomes based on historical data. By using machine learning algorithms, predictive coding analyzes data sets to identify patterns and trends, enabling predictions about future events or behaviors.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"What are the main advantages of predictive coding?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"The main advantages of predictive coding include: \\n - Trend anticipation \\n - Improved decision-making \\n - Operations optimization \\n - Personalization\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"What are the application areas of predictive coding?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Predictive coding finds applications in various fields, such as: Marketing and Sales, Finance, Healthcare, Industrial Production, Transport, and Logistics.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The analysis of brain function is a complex and ever-evolving field. According to various studies, the brain employs its unique algorithm for foretelling future sounds and visuals: predictive coding. In this article, we&#8217;ll delve into predictive coding, essentially the brain&#8217;s innate algorithm for predicting its surroundings. What is predictive caption? Our brain is adept at [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":187442,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2421],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Predictive coding: What is it? 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