{"id":13328,"date":"2023-08-07T05:01:45","date_gmt":"2023-08-07T05:01:45","guid":{"rendered":"https:\/\/appliedsmtdev.wpenginepowered.com\/blog\/prediction-accuracy\/"},"modified":"2025-09-05T07:48:53","modified_gmt":"2025-09-05T07:48:53","slug":"prediction-accuracy","status":"publish","type":"blog","link":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/","title":{"rendered":"\u66f4\u5feb\u66f4\u51c6\u5730\u89e3\u51b3\u6279\u6b21\u751f\u4ea7\u5468\u671f\u9884\u6d4b\u96be\u9898"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"13328\" class=\"elementor elementor-13328 elementor-13212\" data-elementor-post-type=\"blog\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e069131 e-flex e-con-boxed e-con e-parent\" data-id=\"e069131\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3f44656 e-con-full e-flex e-con e-child\" data-id=\"3f44656\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8a604e elementor-widget elementor-widget-html\" data-id=\"b8a604e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script src='\/\/player.polyv.net\/script\/player.js'><\/script>\r\n\r\n<div id='plv_c173ad77a0fc8228f007d78c64a7697c_c'><\/div>\r\n\r\n<script>\r\n\r\nvar player = polyvPlayer({\r\n\r\n  'wrap':'#plv_c173ad77a0fc8228f007d78c64a7697c_c',\r\n\r\n  'width':'600',\r\n\r\n  'height':'338',\r\n\r\n  'vid': 'c173ad77a0fc8228f007d78c64a7697c_c',\r\n\r\n  'playsafe': '' \/\/ \u64ad\u653e\u52a0\u5bc6\u89c6\u9891\u7684\u51ed\u8bc1, \u53d6\u503c\u53c2\u8003\u6587\u6863: https:\/\/help.polyv.net\/index.html#\/vod\/api\/playsafe\/token\/create_token\r\n\r\n});\r\n\r\n<\/script>\t\t\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-0ef45ae e-flex e-con-boxed e-con e-parent\" data-id=\"0ef45ae\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-06f69dd e-con-full e-flex e-con e-child\" data-id=\"06f69dd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-814011e elementor-widget elementor-widget-heading\" data-id=\"814011e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6587\u7a3f\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1a9144 elementor-widget elementor-widget-text-editor\" data-id=\"d1a9144\" data-element_type=\"widget\" data-e-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\t\t<p>\u901a\u8fc7\u89e3\u51b3\u6279\u6b21\u751f\u4ea7\u5468\u671f\u9884\u6d4b\u95ee\u9898\uff0c\u60a8\u53ef\u4ee5\u4fdd\u6301\u9886\u5148\u4f18\u52bf\u3002\u901a\u8fc7 SmartFactory AI Productivity\u89e3\u51b3\u65b9\u6848\uff0c\u6211\u4eec\u7684\u5ba2\u6237\u6b63\u5b9e\u73b0\u66f4\u51c6\u786e\u7684\u9884\u6d4b\uff0c\u548c\u66f4\u9ad8\u7684\u8ba2\u5355\u4ea4\u4ed8\u7387\u3002SmartFactory AI Productivity \u5c06\u63d0\u5347\u4e0a\u4e0b\u6e38\u7684\u4ea7\u80fd\u7684\u53ef\u89c1\u5ea6\uff0c\u5e76\u4e3a\u89e3\u51b3\u4f9b\u5e94\u94fe\u7ba1\u7406\u7684\u6311\u6218\u63d0\u4f9b\u5e2e\u52a9\u3002<\/p><p>\u4f7f\u7528\u7edf\u8ba1\u548c\u6a21\u62df\u6a21\u578b\uff0c\u9700\u8981\u6301\u7eed\u7684\u76d1\u7763\uff0c\u800c\u4e14\u7531\u4e8e\u4e0d\u80fd\u4ee3\u8868\u5b9e\u65f6\u52a8\u6001\uff0c\u4f1a\u5bfc\u81f4\u51c6\u786e\u7387\u7684\u4e0b\u964d\u3002\u6211\u4eec\u7684\u673a\u5668\u5b66\u4e60 (ML) \u9884\u6d4b\u6a21\u578b\u5c06\u6839\u636e\u5de5\u5382\u548c\u6570\u636e\u5386\u53f2\u8bad\u7ec3\uff0c\u5e76\u6839\u636e\u8ba1\u5212\u5468\u671f\u8fd0\u884c\uff0c\u5305\u62ec\u6309\u5c0f\u65f6\u3001\u5929\u6216\u73ed\u6b21\u8fd0\u884c\uff0c\u5e76\u5b66\u4e60\u6574\u4e2a\u751f\u4ea7\u5468\u671f\u5185\u7684\u6279\u6b21\u6d41\u7a0b\u548c\u5f53\u524d\u6676\u5706\u5382\u884c\u4e3a\u3002\u901a\u8fc7\u673a\u5668\u5b66\u4e60 (ML) \u81ea\u52a8\u7684\u91cd\u8bad\u7ec3\uff0c\u6a21\u578b\u7684\u51c6\u786e\u5ea6\u53ef\u4ee5\u4ece 70-75% \u63d0\u9ad8\u5230 85-95%\u3002<\/p><p>\u8fd9\u6837\u6c34\u5e73\u7684\u51c6\u786e\u7387\u5c06\u5728\u65e0\u4eba\u4e3a\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u4fdd\u6301\uff0c\u4f34\u968f\u7ea6 10% \u7684\u51c6\u786e\u7387\u63d0\u5347\uff0c\u8fd8\u5e26\u6765 2% \u6309\u65f6\u4ea4\u4ed8\u7387\u7684\u63d0\u5347\u53ca 2% \u5e93\u5b58\u7ef4\u62a4\u6210\u672c\u7684\u964d\u4f4e\u3002\u5e94\u7528\u6750\u6599\u516c\u53f8 SmartFactory AI Productivity \u89e3\u51b3\u65b9\u6848\u53ef\u4ee5\u8f7b\u677e\u5730\u5728\u60a8\u5f53\u524d\u7684 APF (Advanced Productivity Family) \u5e73\u53f0\u57fa\u7840\u4e0a\u6784\u5efa\uff0c\u5b83\u4e0d\u4ec5\u662f\u4e00\u4e2a\u66f4\u5feb\u3001\u66f4\u7b80\u5355\u3001\u66f4\u51c6\u786e\u89e3\u51b3\u6240\u6709\u9884\u6d4b\u6311\u6218\u7684\u65b9\u6848\uff0c\u66f4\u662f\u884c\u4e1a\u7684\u53d8\u9769\u8005\u3002<\/p>\t\t\t\t\t\t\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u57fa\u4e8e\u6211\u4eec\u5148\u8fdb\u7684 APF \u5e73\u53f0\uff0c\u8fd9\u4e00 AI \u9a71\u52a8\u7684\u65b9\u6848\u5c06\u6a21\u578b\u51c6\u786e\u6027\u4ece 75% \u63d0\u5347\u81f3 95%\uff0c\u540c\u65f6\u5927\u5e45\u7b80\u5316\u90e8\u7f72\u6d41\u7a0b\uff0c\u52a0\u901f\u843d\u5730\u5e94\u7528\u3002<\/p>\n","protected":false},"author":73,"featured_media":11986,"parent":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"semiconductor-blog-category":[192],"semiconductor-blog-tag":[182],"class_list":["post-13328","blog","type-blog","status-publish","has-post-thumbnail","hentry","semiconductor-blog-category-ai-ml","semiconductor-blog-tag-semi"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"SmartFactory AI Productivity increases ML model accuracy\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"SmartFactory \u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u4e13\u5bb6\u56e2\u961f\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO Pro (AIOSEO) 4.9.9\" \/>\n\t\t<meta property=\"og:locale\" content=\"zh_CN\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Applied SmartFactory Solutions\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions\" \/>\n\t\t<meta property=\"og:description\" content=\"SmartFactory AI Productivity increases ML model accuracy\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t\t<meta property=\"og:image:height\" content=\"550\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2023-08-07T05:01:45+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2025-09-05T07:48:53+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions\" \/>\n\t\t<meta name=\"twitter:description\" content=\"SmartFactory AI Productivity increases ML model accuracy\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg\" \/>\n\t\t<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t\t<meta name=\"twitter:data1\" content=\"SmartFactory \u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u4e13\u5bb6\u56e2\u961f\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#blogposting\",\"name\":\"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions\",\"headline\":\"\\u66f4\\u5feb\\u66f4\\u51c6\\u5730\\u89e3\\u51b3\\u6279\\u6b21\\u751f\\u4ea7\\u5468\\u671f\\u9884\\u6d4b\\u96be\\u9898\",\"author\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/author\\\/smartfactory-automation-solution-experts-team\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/wp-content\\\/uploads\\\/2023\\\/03\\\/prediction-accuracy-1.jpg\",\"width\":1000,\"height\":550,\"caption\":\"Prediction Accuracy\"},\"datePublished\":\"2023-08-07T05:01:45-07:00\",\"dateModified\":\"2025-09-05T07:48:53-07:00\",\"inLanguage\":\"zh-CN\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#webpage\"},\"articleSection\":\"Semiconductor AI\\\/ML technologies, Semi\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/#listItem\",\"name\":\"Semiconductor Blog\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/#listItem\",\"position\":2,\"name\":\"Semiconductor Blog\",\"item\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog-category\\\/al-ml-zh-hans\\\/#listItem\",\"name\":\"\\u534a\\u5bfc\\u4f53 AI \\\/ ML \\u6280\\u672f\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog-category\\\/al-ml-zh-hans\\\/#listItem\",\"position\":3,\"name\":\"\\u534a\\u5bfc\\u4f53 AI \\\/ ML \\u6280\\u672f\",\"item\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog-category\\\/al-ml-zh-hans\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#listItem\",\"name\":\"\\u66f4\\u5feb\\u66f4\\u51c6\\u5730\\u89e3\\u51b3\\u6279\\u6b21\\u751f\\u4ea7\\u5468\\u671f\\u9884\\u6d4b\\u96be\\u9898\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/#listItem\",\"name\":\"Semiconductor Blog\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#listItem\",\"position\":4,\"name\":\"\\u66f4\\u5feb\\u66f4\\u51c6\\u5730\\u89e3\\u51b3\\u6279\\u6b21\\u751f\\u4ea7\\u5468\\u671f\\u9884\\u6d4b\\u96be\\u9898\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog-category\\\/al-ml-zh-hans\\\/#listItem\",\"name\":\"\\u534a\\u5bfc\\u4f53 AI \\\/ ML \\u6280\\u672f\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/#organization\",\"name\":\"Applied Smartfactory\",\"description\":\"Factory Automation\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/wp-content\\\/uploads\\\/2021\\\/12\\\/applied-smartfactory-organization.jpg\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#organizationLogo\",\"width\":900,\"height\":600,\"caption\":\"Applied Smartfactory Organization\"},\"image\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#organizationLogo\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/author\\\/smartfactory-automation-solution-experts-team\\\/#author\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/author\\\/smartfactory-automation-solution-experts-team\\\/\",\"name\":\"SmartFactory \\u81ea\\u52a8\\u5316\\u89e3\\u51b3\\u65b9\\u6848\\u4e13\\u5bb6\\u56e2\\u961f\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#authorImage\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/favicon-a.png\",\"width\":96,\"height\":96,\"caption\":\"SmartFactory \\u81ea\\u52a8\\u5316\\u89e3\\u51b3\\u65b9\\u6848\\u4e13\\u5bb6\\u56e2\\u961f\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#webpage\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/\",\"name\":\"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions\",\"description\":\"SmartFactory AI Productivity increases ML model accuracy\",\"inLanguage\":\"zh-CN\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/author\\\/smartfactory-automation-solution-experts-team\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/author\\\/smartfactory-automation-solution-experts-team\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/wp-content\\\/uploads\\\/2023\\\/03\\\/prediction-accuracy-1.jpg\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#mainImage\",\"width\":1000,\"height\":550,\"caption\":\"Prediction Accuracy\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/semiconductor-blog\\\/ai-ml\\\/prediction-accuracy\\\/#mainImage\"},\"datePublished\":\"2023-08-07T05:01:45-07:00\",\"dateModified\":\"2025-09-05T07:48:53-07:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/#website\",\"url\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/\",\"name\":\"Applied SmartFactory\",\"description\":\"Factory Automation\",\"inLanguage\":\"zh-CN\",\"publisher\":{\"@id\":\"https:\\\/\\\/appliedsmartfactory.com\\\/zh-hans\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO Pro -->\r\n\t\t<title>Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions<\/title>\n\n","aioseo_head_json":{"title":"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions","description":"SmartFactory AI Productivity increases ML model accuracy","canonical_url":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#blogposting","name":"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions","headline":"\u66f4\u5feb\u66f4\u51c6\u5730\u89e3\u51b3\u6279\u6b21\u751f\u4ea7\u5468\u671f\u9884\u6d4b\u96be\u9898","author":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/author\/smartfactory-automation-solution-experts-team\/#author"},"publisher":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg","width":1000,"height":550,"caption":"Prediction Accuracy"},"datePublished":"2023-08-07T05:01:45-07:00","dateModified":"2025-09-05T07:48:53-07:00","inLanguage":"zh-CN","mainEntityOfPage":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#webpage"},"isPartOf":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#webpage"},"articleSection":"Semiconductor AI\/ML technologies, Semi"},{"@type":"BreadcrumbList","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/#listItem","position":1,"name":"Home","item":"https:\/\/appliedsmartfactory.com\/zh-hans\/","nextItem":{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/#listItem","name":"Semiconductor Blog"}},{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/#listItem","position":2,"name":"Semiconductor Blog","item":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/","nextItem":{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog-category\/al-ml-zh-hans\/#listItem","name":"\u534a\u5bfc\u4f53 AI \/ ML \u6280\u672f"},"previousItem":{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog-category\/al-ml-zh-hans\/#listItem","position":3,"name":"\u534a\u5bfc\u4f53 AI \/ ML \u6280\u672f","item":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog-category\/al-ml-zh-hans\/","nextItem":{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#listItem","name":"\u66f4\u5feb\u66f4\u51c6\u5730\u89e3\u51b3\u6279\u6b21\u751f\u4ea7\u5468\u671f\u9884\u6d4b\u96be\u9898"},"previousItem":{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/#listItem","name":"Semiconductor Blog"}},{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#listItem","position":4,"name":"\u66f4\u5feb\u66f4\u51c6\u5730\u89e3\u51b3\u6279\u6b21\u751f\u4ea7\u5468\u671f\u9884\u6d4b\u96be\u9898","previousItem":{"@type":"ListItem","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog-category\/al-ml-zh-hans\/#listItem","name":"\u534a\u5bfc\u4f53 AI \/ ML \u6280\u672f"}}]},{"@type":"Organization","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/#organization","name":"Applied Smartfactory","description":"Factory Automation","url":"https:\/\/appliedsmartfactory.com\/zh-hans\/","logo":{"@type":"ImageObject","url":"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2021\/12\/applied-smartfactory-organization.jpg","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#organizationLogo","width":900,"height":600,"caption":"Applied Smartfactory Organization"},"image":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#organizationLogo"}},{"@type":"Person","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/author\/smartfactory-automation-solution-experts-team\/#author","url":"https:\/\/appliedsmartfactory.com\/zh-hans\/author\/smartfactory-automation-solution-experts-team\/","name":"SmartFactory \u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u4e13\u5bb6\u56e2\u961f","image":{"@type":"ImageObject","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#authorImage","url":"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2024\/02\/favicon-a.png","width":96,"height":96,"caption":"SmartFactory \u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u4e13\u5bb6\u56e2\u961f"}},{"@type":"WebPage","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#webpage","url":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/","name":"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions","description":"SmartFactory AI Productivity increases ML model accuracy","inLanguage":"zh-CN","isPartOf":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/#website"},"breadcrumb":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#breadcrumblist"},"author":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/author\/smartfactory-automation-solution-experts-team\/#author"},"creator":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/author\/smartfactory-automation-solution-experts-team\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#mainImage","width":1000,"height":550,"caption":"Prediction Accuracy"},"primaryImageOfPage":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/#mainImage"},"datePublished":"2023-08-07T05:01:45-07:00","dateModified":"2025-09-05T07:48:53-07:00"},{"@type":"WebSite","@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/#website","url":"https:\/\/appliedsmartfactory.com\/zh-hans\/","name":"Applied SmartFactory","description":"Factory Automation","inLanguage":"zh-CN","publisher":{"@id":"https:\/\/appliedsmartfactory.com\/zh-hans\/#organization"}}]},"og:locale":"zh_CN","og:site_name":"Applied SmartFactory Solutions","og:type":"article","og:title":"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions","og:description":"SmartFactory AI Productivity increases ML model accuracy","og:url":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/","og:image":"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg","og:image:secure_url":"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg","og:image:width":1000,"og:image:height":550,"article:published_time":"2023-08-07T05:01:45+00:00","article:modified_time":"2025-09-05T07:48:53+00:00","twitter:card":"summary_large_image","twitter:title":"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity | Applied SmartFactory Solutions","twitter:description":"SmartFactory AI Productivity increases ML model accuracy","twitter:image":"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2023\/03\/prediction-accuracy-1.jpg","twitter:label1":"Written by","twitter:data1":"SmartFactory \u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u4e13\u5bb6\u56e2\u961f"},"aioseo_meta_data":{"post_id":"13328","title":"Improve fab out efficiency with ML modeling | SmartFactory AI Productivity #separator_sa #site_title","description":"SmartFactory AI Productivity increases ML model accuracy","keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"seo_analyzer_scan_date":"2026-05-13 10:15:55","limit_modified_date":false,"open_ai":"{\"title\":{\"suggestions\":[],\"usage\":0},\"description\":{\"suggestions\":[],\"usage\":0}}","created":"2023-10-30 11:38:24","updated":"2026-05-13 10:15:55","ai":null,"breadcrumb_settings":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/appliedsmartfactory.com\/zh-hans\/\" title=\"Home\">Home<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">|<\/span><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/\" title=\"Semiconductor Blog\">Semiconductor Blog<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">|<\/span><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog-category\/al-ml-zh-hans\/\" title=\"\u534a\u5bfc\u4f53 AI \/ ML \u6280\u672f\">\u534a\u5bfc\u4f53 AI \/ ML \u6280\u672f<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">|<\/span><span class=\"aioseo-breadcrumb\">\n\t\u66f4\u5feb\u66f4\u51c6\u5730\u89e3\u51b3\u6279\u6b21\u751f\u4ea7\u5468\u671f\u9884\u6d4b\u96be\u9898\n<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/appliedsmartfactory.com\/zh-hans\/"},{"label":"Semiconductor Blog","link":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/"},{"label":"\u534a\u5bfc\u4f53 AI \/ ML \u6280\u672f","link":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog-category\/al-ml-zh-hans\/"},{"label":"\u66f4\u5feb\u66f4\u51c6\u5730\u89e3\u51b3\u6279\u6b21\u751f\u4ea7\u5468\u671f\u9884\u6d4b\u96be\u9898","link":"https:\/\/appliedsmartfactory.com\/zh-hans\/semiconductor-blog\/ai-ml\/prediction-accuracy\/"}],"_links":{"self":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/blog\/13328","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/users\/73"}],"version-history":[{"count":0,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/blog\/13328\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/media\/11986"}],"wp:attachment":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=13328"}],"wp:term":[{"taxonomy":"semiconductor-blog-category","embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/semiconductor-blog-category?post=13328"},{"taxonomy":"semiconductor-blog-tag","embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/semiconductor-blog-tag?post=13328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}