{"id":6666,"date":"2025-12-24T10:19:04","date_gmt":"2025-12-24T02:19:04","guid":{"rendered":"https:\/\/nullthought.net\/?p=6666"},"modified":"2025-12-24T10:19:05","modified_gmt":"2025-12-24T02:19:05","slug":"top-5-ai-%e6%a8%a1%e5%9e%8b%e4%bc%98%e5%8c%96%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6666","title":{"rendered":"Top 5 AI \u6a21\u578b\u4f18\u5316\u6280\u672f"},"content":{"rendered":"\n<p><a href=\"https:\/\/www.linkedin.com\/posts\/nvidia-ai_top-5-ai-model-optimization-techniques-for-activity-7409338519699091456-1cm-?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAAGlX2IBpVeeJfyY0nGKEhsfw1wE1dafzPE\" target=\"_blank\" rel=\"noreferrer noopener\">Top 5 AI \u6a21\u578b\u4f18\u5316<\/a>\u6280\u672f\uff1a<a href=\"https:\/\/developer.nvidia.com\/blog\/top-5-ai-model-optimization-techniques-for-faster-smarter-inference\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b9e\u73b0\u66f4\u5feb\u3001\u66f4\u806a\u660e\u7684\u63a8\u7406<\/a><\/p>\n\n\n\n<p>1\ufe0f\u20e3 <strong>\u8bad\u7ec3\u540e<a href=\"https:\/\/nullthought.net\/?p=4092\" target=\"_blank\" rel=\"noreferrer noopener\">\u91cf\u5316<\/a>\uff08Post-Training Quantization<\/strong>, <strong>PTQ\uff09<\/strong>\u2014\u2014\u6700\u5feb\u89c1\u6548\u7684\u8def\u5f84\u3002\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u5373\u53ef\u538b\u7f29\u6a21\u578b\uff0c\u7acb\u523b\u83b7\u5f97\u5ef6\u8fdf\u4e0e\u541e\u5410\u91cf\u7684\u63d0\u5347\u3002<br>2\ufe0f\u20e3 <strong>\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\uff08Quantization-Aware Training<\/strong>, <strong>QAT\uff09<\/strong>\u2014\u2014\u9488\u5bf9\u4f4e\u7cbe\u5ea6\u8fdb\u884c\u5fae\u8c03\u3002\u5f53 PTQ \u7684\u7cbe\u5ea6\u4e0b\u964d\u4e0d\u53ef\u63a5\u53d7\u65f6\uff0c\u7528\u5b83\u6765\u6062\u590d\/\u63d0\u5347\u51c6\u786e\u7387\u3002<br>3\ufe0f\u20e3 <strong>\u91cf\u5316\u611f\u77e5<a href=\"https:\/\/nullthought.net\/?p=5098\" target=\"_blank\" rel=\"noreferrer noopener\">\u84b8\u998f<\/a>\uff08Quantization-Aware Distillation<\/strong>, <strong>QAD\uff09<\/strong>\u2014\u2014\u628a\u91cf\u5316\u4e0e\u84b8\u998f\u7ed3\u5408\uff0c\u5728\u5c3d\u91cf\u4fdd\u6301\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u8d85\u4f4e\u7cbe\u5ea6\u63a8\u7406\u3002<br>4\ufe0f\u20e3 <strong>\u63a8\u6d4b\u5f0f\u89e3\u7801\uff08Speculative Decoding\uff09<\/strong>\u2014\u2014\u901a\u8fc7\u201c\u6298\u53e0\u201d\u987a\u5e8f\u89e3\u7801\u6b65\u9aa4\u6765\u5927\u5e45\u964d\u4f4e\u89e3\u7801\u5ef6\u8fdf\uff1b\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u3002<br>5\ufe0f\u20e3 <strong><a href=\"https:\/\/nullthought.net\/?p=4344\" target=\"_blank\" rel=\"noreferrer noopener\">\u526a\u679d\/\u88c1\u526a + \u84b8\u998f\uff08Pruning + Distillation\uff09<\/a><\/strong>\u2014\u2014\u5728\u4fdd\u7559\u6a21\u578b\u884c\u4e3a\u7684\u540c\u65f6\uff0c\u6c38\u4e45\u6027\u51cf\u5c11\u6a21\u578b\u4f53\u79ef\u4e0e\u6210\u672c\uff0c\u9002\u7528\u4e8e\u66f4\u4e13\u7528\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Top 5 AI \u6a21\u578b\u4f18\u5316\u6280\u672f\uff1a\u5b9e\u73b0\u66f4\u5feb\u3001\u66f4\u806a\u660e\u7684\u63a8\u7406 1\ufe0f\u20e3 \u8bad\u7ec3\u540e\u91cf\u5316\uff08Post-Training Qua [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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Qua&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6666","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6666"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6666\/revisions"}],"predecessor-version":[{"id":6667,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6666\/revisions\/6667"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6666"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6666"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6666"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}