{"id":255772,"date":"2024-05-31T05:26:11","date_gmt":"2024-05-31T05:26:11","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=255772"},"modified":"2024-05-31T05:26:11","modified_gmt":"2024-05-31T05:26:11","slug":"what-is-a-shap-value","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/","title":{"rendered":"What is a SHAP value?"},"content":{"rendered":"<p>A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or variables in predicting an outcome. It is based on the concept of Shapley values from cooperative game theory and provides a unified measure of feature importance across different models and data types.<\/p>\n<p>The main idea behind SHAP values is to assign a value to each feature in a predictive model, indicating the extent to which it affects the prediction compared to the average prediction. These values help us gain insights into the underlying relationships and interactions between features, allowing us to interpret and explain complex machine learning models.<\/p>\n<p><strong>The use of SHAP values helps answer the question: What is the specific contribution of each feature to the predicted outcome?<\/strong><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_62 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 \" >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-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#1_What_is_the_origin_of_SHAP_values\" title=\"1. What is the origin of SHAP values?\">1. What is the origin of SHAP values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#2_How_are_SHAP_values_calculated\" title=\"2. How are SHAP values calculated?\">2. How are SHAP values calculated?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#3_What_makes_SHAP_values_attractive_for_feature_importance_analysis\" title=\"3. What makes SHAP values attractive for feature importance analysis?\">3. What makes SHAP values attractive for feature importance analysis?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#4_Can_SHAP_values_be_negative\" title=\"4. Can SHAP values be negative?\">4. Can SHAP values be negative?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#5_How_are_feature_interactions_captured_by_SHAP_values\" title=\"5. How are feature interactions captured by SHAP values?\">5. How are feature interactions captured by SHAP values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#6_Can_SHAP_values_be_used_for_feature_selection\" title=\"6. Can SHAP values be used for feature selection?\">6. Can SHAP values be used for feature selection?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#7_Are_there_limitations_to_using_SHAP_values\" title=\"7. Are there limitations to using SHAP values?\">7. Are there limitations to using SHAP values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#8_How_are_SHAP_values_different_from_other_feature_importance_methods\" title=\"8. How are SHAP values different from other feature importance methods?\">8. How are SHAP values different from other feature importance methods?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#9_Can_SHAP_values_be_used_in_both_classification_and_regression_problems\" title=\"9. Can SHAP values be used in both classification and regression problems?\">9. Can SHAP values be used in both classification and regression problems?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#10_Are_SHAP_values_widely_adopted_in_the_field_of_machine_learning\" title=\"10. Are SHAP values widely adopted in the field of machine learning?\">10. Are SHAP values widely adopted in the field of machine learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#11_Are_SHAP_values_applicable_to_deep_learning_models\" title=\"11. Are SHAP values applicable to deep learning models?\">11. Are SHAP values applicable to deep learning models?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#12_Is_there_any_open-source_software_available_to_calculate_SHAP_values\" title=\"12. Is there any open-source software available to calculate SHAP values?\">12. Is there any open-source software available to calculate SHAP values?<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"1_What_is_the_origin_of_SHAP_values\"><\/span>1. What is the origin of SHAP values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>SHAP values are derived from the concept of Shapley values, which were introduced by Lloyd Shapley in 1953 to fairly distribute the contribution of players in cooperative games.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_How_are_SHAP_values_calculated\"><\/span>2. How are SHAP values calculated?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>SHAP values are computed using a method based on cooperative game theory. The calculation involves evaluating the marginal contribution of each feature by considering all possible combinations of features and their associated predictions.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_What_makes_SHAP_values_attractive_for_feature_importance_analysis\"><\/span>3. What makes SHAP values attractive for feature importance analysis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>SHAP values have several desirable properties, such as being fair, consistent, and consistent with human intuition. They are also model-agnostic, meaning they can be applied to any machine learning model without needing to know its internal architecture.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Can_SHAP_values_be_negative\"><\/span>4. Can SHAP values be negative?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, SHAP values can be negative. A positive SHAP value indicates a feature positively contributes to the prediction, while a negative value suggests a negative contribution.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_How_are_feature_interactions_captured_by_SHAP_values\"><\/span>5. How are feature interactions captured by SHAP values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>SHAP values capture the interactions among features by considering different combinations of features and analyzing their impact on predictions. This allows us to understand how features interact with each other to influence the predicted outcome.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Can_SHAP_values_be_used_for_feature_selection\"><\/span>6. Can SHAP values be used for feature selection?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, SHAP values can be utilized for feature selection. By examining the magnitude of the SHAP values for different features, one can identify and prioritize the most influential features for prediction.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Are_there_limitations_to_using_SHAP_values\"><\/span>7. Are there limitations to using SHAP values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>While SHAP values are powerful tools for interpreting machine learning models, they do have limitations. They can be computationally expensive to calculate, especially for large models and datasets. Additionally, if the features are highly correlated, the interpretation of SHAP values might be challenging.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_How_are_SHAP_values_different_from_other_feature_importance_methods\"><\/span>8. How are SHAP values different from other feature importance methods?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>SHAP values offer a unified measure of feature importance that provides a consistent framework across different models and data types. They offer a fair and intuitive way to understand the impact of each feature individually and in interaction with others.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Can_SHAP_values_be_used_in_both_classification_and_regression_problems\"><\/span>9. Can SHAP values be used in both classification and regression problems?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, SHAP values can be used in both classification and regression problems. They are not limited to a specific type of machine learning task.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Are_SHAP_values_widely_adopted_in_the_field_of_machine_learning\"><\/span>10. Are SHAP values widely adopted in the field of machine learning?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, SHAP values have gained significant popularity in the machine learning community due to their robustness and interpretability. They have been applied to various domains, including healthcare, finance, and image recognition.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Are_SHAP_values_applicable_to_deep_learning_models\"><\/span>11. Are SHAP values applicable to deep learning models?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, SHAP values can be used with deep learning models. They can help in understanding the influence of features on the predictions made by complex neural networks.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Is_there_any_open-source_software_available_to_calculate_SHAP_values\"><\/span>12. Is there any open-source software available to calculate SHAP values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, there are several open-source libraries available, such as SHAP, that provide implementations to calculate SHAP values in various programming languages, including Python and R.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or variables in predicting an outcome. It is based on the concept of Shapley values from cooperative game theory and provides a unified measure of feature importance across different models and data &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What is a SHAP value?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#more-255772\">Read more<span class=\"screen-reader-text\">What is a SHAP value?<\/span><\/a><\/p>\n","protected":false},"author":64,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-255772","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-learn","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is a SHAP value?<\/title>\n<meta name=\"description\" content=\"A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is a SHAP value?\" \/>\n<meta property=\"og:description\" content=\"A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or\" \/>\n<meta property=\"og:url\" content=\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/\" \/>\n<meta property=\"og:site_name\" content=\"Namso Gen Blog - Free Credit Card Generator [100% Valid]\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/synchronyfinancial\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-31T05:26:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/namso-gen.co\/blog\/wp-content\/uploads\/2024\/03\/faq.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Cheri Schmidt\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@synchrony\" \/>\n<meta name=\"twitter:site\" content=\"@synchrony\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Cheri Schmidt\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/\"},\"author\":{\"name\":\"Cheri Schmidt\",\"@id\":\"https:\/\/namso-gen.co\/blog\/#\/schema\/person\/c76e2cbb558032cc4e544dc3103d3a04\"},\"headline\":\"What is a SHAP value?\",\"datePublished\":\"2024-05-31T05:26:11+00:00\",\"dateModified\":\"2024-05-31T05:26:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/\"},\"wordCount\":616,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/namso-gen.co\/blog\/#organization\"},\"articleSection\":[\"Learn\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/\",\"url\":\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/\",\"name\":\"What is a SHAP value?\",\"isPartOf\":{\"@id\":\"https:\/\/namso-gen.co\/blog\/#website\"},\"datePublished\":\"2024-05-31T05:26:11+00:00\",\"dateModified\":\"2024-05-31T05:26:11+00:00\",\"description\":\"A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or\",\"breadcrumb\":{\"@id\":\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/namso-gen.co\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What is a SHAP value?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/namso-gen.co\/blog\/#website\",\"url\":\"https:\/\/namso-gen.co\/blog\/\",\"name\":\"Namso Gen Blog - Free Credit Card Generator [100% Valid]\",\"description\":\"In Namso gen blog you can get many tips regarding to Credit cards, VCC, Credit card security etc. You can generate credit cards by using Namso-gen.co\",\"publisher\":{\"@id\":\"https:\/\/namso-gen.co\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/namso-gen.co\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/namso-gen.co\/blog\/#organization\",\"name\":\"Namso Gen Blog - Free Credit Card Generator [100% Valid]\",\"url\":\"https:\/\/namso-gen.co\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/namso-gen.co\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/namso-gen.co\/blog\/wp-content\/uploads\/2020\/07\/namso-gen-logo.png\",\"contentUrl\":\"https:\/\/namso-gen.co\/blog\/wp-content\/uploads\/2020\/07\/namso-gen-logo.png\",\"width\":500,\"height\":164,\"caption\":\"Namso Gen Blog - Free Credit Card Generator [100% Valid]\"},\"image\":{\"@id\":\"https:\/\/namso-gen.co\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/synchronyfinancial\",\"https:\/\/twitter.com\/synchrony\",\"https:\/\/www.youtube.com\/synchronyfinancial\",\"https:\/\/www.instagram.com\/synchrony\",\"https:\/\/www.linkedin.com\/company\/synchrony-financial\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/namso-gen.co\/blog\/#\/schema\/person\/c76e2cbb558032cc4e544dc3103d3a04\",\"name\":\"Cheri Schmidt\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/namso-gen.co\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g\",\"caption\":\"Cheri Schmidt\"},\"description\":\"Guest author Cheri Schmidt has meticulously crafted and revised this article to the best of their knowledge and understanding. Readers are strongly advised to exercise caution, verify information independently, and rely on their own judgment when considering the information provided. Read more articles on Namso Gen here.\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"What is a SHAP value?","description":"A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or","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:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/","og_locale":"en_US","og_type":"article","og_title":"What is a SHAP value?","og_description":"A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or","og_url":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/","og_site_name":"Namso Gen Blog - Free Credit Card Generator [100% Valid]","article_publisher":"https:\/\/www.facebook.com\/synchronyfinancial","article_published_time":"2024-05-31T05:26:11+00:00","og_image":[{"width":1200,"height":630,"url":"https:\/\/namso-gen.co\/blog\/wp-content\/uploads\/2024\/03\/faq.png","type":"image\/png"}],"author":"Cheri Schmidt","twitter_card":"summary_large_image","twitter_creator":"@synchrony","twitter_site":"@synchrony","twitter_misc":{"Written by":"Cheri Schmidt","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#article","isPartOf":{"@id":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/"},"author":{"name":"Cheri Schmidt","@id":"https:\/\/namso-gen.co\/blog\/#\/schema\/person\/c76e2cbb558032cc4e544dc3103d3a04"},"headline":"What is a SHAP value?","datePublished":"2024-05-31T05:26:11+00:00","dateModified":"2024-05-31T05:26:11+00:00","mainEntityOfPage":{"@id":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/"},"wordCount":616,"commentCount":0,"publisher":{"@id":"https:\/\/namso-gen.co\/blog\/#organization"},"articleSection":["Learn"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/","url":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/","name":"What is a SHAP value?","isPartOf":{"@id":"https:\/\/namso-gen.co\/blog\/#website"},"datePublished":"2024-05-31T05:26:11+00:00","dateModified":"2024-05-31T05:26:11+00:00","description":"A SHAP (Shapley Additive exPlanations) value is a method used in the field of machine learning to understand the contribution of individual features or","breadcrumb":{"@id":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/namso-gen.co\/blog\/what-is-a-shap-value\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/namso-gen.co\/blog\/"},{"@type":"ListItem","position":2,"name":"What is a SHAP value?"}]},{"@type":"WebSite","@id":"https:\/\/namso-gen.co\/blog\/#website","url":"https:\/\/namso-gen.co\/blog\/","name":"Namso Gen Blog - Free Credit Card Generator [100% Valid]","description":"In Namso gen blog you can get many tips regarding to Credit cards, VCC, Credit card security etc. You can generate credit cards by using Namso-gen.co","publisher":{"@id":"https:\/\/namso-gen.co\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/namso-gen.co\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/namso-gen.co\/blog\/#organization","name":"Namso Gen Blog - Free Credit Card Generator [100% Valid]","url":"https:\/\/namso-gen.co\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/namso-gen.co\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/namso-gen.co\/blog\/wp-content\/uploads\/2020\/07\/namso-gen-logo.png","contentUrl":"https:\/\/namso-gen.co\/blog\/wp-content\/uploads\/2020\/07\/namso-gen-logo.png","width":500,"height":164,"caption":"Namso Gen Blog - Free Credit Card Generator [100% Valid]"},"image":{"@id":"https:\/\/namso-gen.co\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/synchronyfinancial","https:\/\/twitter.com\/synchrony","https:\/\/www.youtube.com\/synchronyfinancial","https:\/\/www.instagram.com\/synchrony","https:\/\/www.linkedin.com\/company\/synchrony-financial"]},{"@type":"Person","@id":"https:\/\/namso-gen.co\/blog\/#\/schema\/person\/c76e2cbb558032cc4e544dc3103d3a04","name":"Cheri Schmidt","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/namso-gen.co\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","caption":"Cheri Schmidt"},"description":"Guest author Cheri Schmidt has meticulously crafted and revised this article to the best of their knowledge and understanding. Readers are strongly advised to exercise caution, verify information independently, and rely on their own judgment when considering the information provided. Read more articles on Namso Gen here."}]}},"_links":{"self":[{"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/posts\/255772","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/users\/64"}],"replies":[{"embeddable":true,"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/comments?post=255772"}],"version-history":[{"count":0,"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/posts\/255772\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/media\/107420"}],"wp:attachment":[{"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/media?parent=255772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/categories?post=255772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/namso-gen.co\/blog\/wp-json\/wp\/v2\/tags?post=255772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}