{"id":67322,"date":"2025-11-11T16:31:38","date_gmt":"2025-11-11T08:31:38","guid":{"rendered":"https:\/\/aicats.wiki\/?p=67322"},"modified":"2025-11-11T16:31:38","modified_gmt":"2025-11-11T08:31:38","slug":"ai%e6%a8%a1%e5%9e%8b%e8%a8%93%e7%b7%b4%e5%bf%85%e5%82%99%e5%b7%a5%e5%85%b7%e6%8e%a8%e8%96%a6%ef%bc%9a2025%e5%b9%b410%e6%ac%be%e6%8f%90%e5%8d%87%e6%95%88%e7%8e%87%e7%9a%84%e5%af%a6%e7%94%a8%e5%b9%b3","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/11\/11\/67322-html","title":{"rendered":"AI\u6a21\u578b\u8a13\u7df4\u5fc5\u5099\u5de5\u5177\u63a8\u85a6\uff1a2025\u5e7410\u6b3e\u63d0\u5347\u6548\u7387\u7684\u5be6\u7528\u5e73\u53f0\u5927\u76e4\u9ede"},"content":{"rendered":"<p><strong><a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u5efa\u6a21<\/strong>\u5df2\u6210\u70ba\u4f01\u696d\u6578\u4f4d\u8f49\u578b\u8207\u81ea\u52d5\u5316\u6838\u5fc3\uff0c\u672c\u7bc7\u7cbe\u90782025\u5e7410\u5927\u6700\u503c\u5f97\u63a8\u85a6\u7684<strong><a href=\"https:\/\/aicats.wiki\/tw\/2025\/10\/27\/59954-html\/\" title=\"2025\u5e74AI\u6a21\u578b\u8a13\u7df4\u5de5\u5177\u63a8\u85a6\uff1a7\u6b3e\u9ad8\u6548\u5e73\u53f0\u5168\u9762\u6bd4\u8f03\uff08\u9644\u4f7f\u7528\u60c5\u5883\u5206\u6790\uff09\">AI\u6a21\u578b\u8a13\u7df4\u5de5\u5177<\/a><\/strong>\uff0c\u6db5\u84cb\u81ea\u52d5\u5316\u6a21\u578b\u8a13\u7df4\u3001\u4f4e\/\u7121\u7a0b\u5f0f\u78bc\u3001\u96f2\u7aef\u5e73\u53f0\u7b49\uff0c\u9069\u7528\u65bc\u5546\u696d\u3001\u91ab\u7642\u3001\u91d1\u878d\u7b49\u591a\u7522\u696d\u3002\u900f\u904e\u8a73\u76e1\u8868\u683c\u3001\u91cd\u9ede\u4ecb\u7d39\u8207\u8da8\u52e2\u89e3\u6790\uff0c\u52a9\u4f60\u9ad8\u6548\u9078\u578b\u3001\u63d0\u5347\u5718\u968a\u5354\u4f5c\u8207\u6a21\u578b\u958b\u767c\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1059\" height=\"446\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-195.png\" alt=\"AI\u6a21\u578b\u8a13\u7df4\u5fc5\u5099\u5de5\u5177\u63a8\u85a6\uff1a2025\u5e7410\u6b3e\u63d0\u5347\u6548\u7387\u7684\u5be6\u7528\u5e73\u53f0\u5927\u76e4\u9ede\" class=\"wp-image-67657\" style=\"width:1204px;height:auto\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2025\u5e74<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u5efa\u6a21\u5de5\u5177\u603b\u89c8\u8868<\/h2>\n\n\n\n<p>\u4e0b\u65b9\u8868\u683c\u6574\u5408\u7cbe\u9078\u56db\u5927\u985e\u578b\u768410\u5927AI\u6a21\u578b\u8a13\u7df4\u5e73\u53f0\uff0c\u4e0d\u50c5\u6db5\u84cb\u81ea\u52d5\u5316\u6a21\u578b\u8a13\u7df4\u3001AI\u6d41\u7a0b\u5354\u4f5c\u3001\u96f2\u7aef\u5e73\u53f0\u8207\u4f4e\/\u7121\u7a0b\u5f0f\u78bc\u5de5\u5177\uff0c\u4e5f\u6a19\u793a\u9069\u7528\u9818\u57df\u8207\u6838\u5fc3\u7279\u8272\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u540d\u7a31<\/th><th>\u5b98\u7db2<\/th><th>\u4e3b\u8981\u7279\u8272<\/th><th>\u652f\u63f4\u8a9e\u8a00<\/th><th>\u5178\u578b\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td>DataRobot<\/td><td><a href=\"https:\/\/www.datarobot.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u81ea\u52d5\u6a5f\u5668\u5b78\u7fd2\u3001\u7aef\u5230\u7aef\u6d41\u7a0b<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u5546\u696d\u9810\u6e2c\u3001\u91ab\u7642<\/td><\/tr><tr><td>H2O.ai<\/td><td><a href=\"https:\/\/h2o.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u958b\u6e90AI\u5e73\u53f0\u3001\u9ad8\u6548\u80fd\u5206\u6563\u5f0f\u904b\u7b97<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u91d1\u878d\u3001\u96f6\u552e<\/td><\/tr><tr><td>Google Vertex AI<\/td><td><a href=\"https:\/\/cloud.google.com\/vertex-ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u96f2\u7aef\u8a13\u7df4\u90e8\u7f72\u3001AutoML\u3001\u4e00\u9ad4\u5316\u7ba1\u7406<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u5404\u884c\u696d\u5efa\u6a21<\/td><\/tr><tr><td>Microsoft Azure ML<\/td><td><a href=\"https:\/\/azure.microsoft.com\/services\/machine-learning\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u7cbe\u7d30\u5316\u670d\u52d9\u3001ML Ops\u3001\u4f4e\u7a0b\u5f0f\u78bc<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u4f01\u696d\u5efa\u6a21\u3001IoT<\/td><\/tr><tr><td>IBM Watson Studio<\/td><td><a href=\"https:\/\/www.ibm.com\/cloud\/watson-studio\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u591a\u6a21\u7d44\u7d44\u5408\u3001\u5408\u4f5c\u3001AutoAI<\/td><td>\u82f1\/\u4e2d<\/td><td>\u91ab\u7642\u3001\u91d1\u878d<\/td><\/tr><tr><td>Amazon SageMaker<\/td><td><a href=\"https:\/\/aws.amazon.com\/sagemaker\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u96f2\u7aef\u5168\u6d41\u7a0b\u81ea\u52d5\u5316\u3001\u5373\u958b\u5373\u7528<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u5404\u884c\u696d\u5efa\u6a21<\/td><\/tr><tr><td>KNIME<\/td><td><a href=\"https:\/\/www.knime.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u514d\u8cbb\u4f4e\u78bc\u3001\u6a21\u7d44\u62d6\u66f3\u3001\u8cc7\u6599\u6e05\u6d17<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u5206\u6790\u3001\u8cc7\u6599\u63a2\u52d8<\/td><\/tr><tr><td>RapidMiner<\/td><td><a href=\"https:\/\/rapidminer.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u4f4e\/\u7121\u7a0b\u5f0f\u78bc\u3001\u81ea\u52d5\u5efa\u6a21\u6d41\u7a0b<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u9810\u6e2c\u3001\u8996\u89ba\u5316<\/td><\/tr><tr><td>Alteryx Designer<\/td><td><a href=\"https:\/\/www.alteryx.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u5546\u696d\u6578\u64da\u5206\u6790\u3001\u81ea\u52d5\u5316\u6578\u64da\u8655\u7406<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u6578\u64da\u5206\u6790\u3001BI<\/td><\/tr><tr><td>PyCaret<\/td><td><a href=\"https:\/\/github.com\/pycaret\/pycaret\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><td>\u958b\u6e90\u3001\u4f4e\u78bcPython\u81ea\u52d5\u5efa\u6a21<\/td><td>\u591a\u8a9e\u8a00<\/td><td>\u6559\u80b2\u3001\u5de5\u7a0b\u5e2b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u9ebc\u662fAI\u6a21\u578b\u8a13\u7df4\u5de5\u5177\uff1f\u7522\u696d\u61c9\u7528\u50f9\u503c\u5168\u89e3\u6790<\/h2>\n\n\n\n<p><strong>AI\u6a21\u578b\u8a13\u7df4\u5de5\u5177<\/strong>\u6cdb\u6307\u5354\u52a9\u5f9e\u539f\u59cb\u8cc7\u6599\u8655\u7406\u5230\u7279\u5fb5\u5de5\u7a0b\u3001\u6a21\u578b\u8a13\u7df4\u3001\u9a57\u8b49\u3001\u90e8\u7f72\u8207\u76e3\u63a7\u7684\u5404\u985e\u5e73\u53f0\u8edf\u9ad4\u3002\u9019\u4e9b\u5de5\u5177\u91cd\u9ede\u5728\u65bc\u81ea\u52d5\u5316\u7e41\u7463\u6d41\u7a0b\u3001\u63d0\u5347\u6a21\u578b\u7cbe\u6e96\u5ea6\u3001\u652f\u63f4\u5718\u968a\u5354\u4f5c\u3002 2025\u5e74\u6700\u53d7\u77da\u76ee\u7684\u8da8\u52e2\u70ba\uff1a\u81ea\u52d5\u5316\u3001\u96f2\u7aef\u8a17\u7ba1\u3001\u4f4e\/\u7121\u7a0b\u5f0f\u78bc\u3001\u8996\u89ba\u5316\u6d41\u7a0b\u8a2d\u8a08\u548c\u9802\u7d1a\u958b\u6e90\u751f\u614b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u9802\u7d1aAI\u5efa\u6a21\u5e73\u53f0\u63a8\u85a6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. DataRobot \u2014 \u9818\u5148\u81ea\u52d5\u6a5f\u5668\u5b78\u7fd2\u65d7\u8266\uff08AutoML\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1762790518.jpg\" alt=\"DataRobot\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/datarobot.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >DataRobot\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>DataRobot<\/strong>\u4ee5\u81ea\u52d5\u9810\u8655\u7406\u3001\u6a21\u578b\u7be9\u9078\u3001\u7279\u5fb5\u91cd\u8981\u6027\u6392\u5e8f\u5230\u90e8\u7f72\u6700\u4f73\u5316<strong>\u5168\u6d41\u7a0b\u81ea\u52d5\u5316<\/strong>\u898b\u9577\uff0c\u6975\u5927\u964d\u4f4eAI\u6a21\u578b\u8a13\u7df4\u9580\u6abb\u3002<br>\u9069\u7528\uff1a\u91d1\u878d\u3001\u4fdd\u96aa\u3001\u91ab\u7642\u3001\u88fd\u9020\u7b49\u7522\u696d\uff1b\u652f\u63f4\u591a\u8a9e\u8a00\uff0c\u6613\u5718\u968a\u5354\u4f5c\uff0cAPI\u6574\u5408\u512a\u7570\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u9375\u81ea\u52d5\u5316\u6a21\u578b\u8a13\u7df4\uff0c\u667a\u6167\u6a21\u578b\u6392\u540d<\/li>\n\n\n\n<li>\u9ad8\u900f\u660e\u5ea6\u3001\u90e8\u7f72\u7c21\u55ae<\/li>\n\n\n\n<li><strong>\u81ea\u89e3\u91cb\u6027\u5f37\u3001\u5b89\u5168\u53ef\u9760<\/strong><\/li>\n\n\n\n<li>\u8207AWS\u7b49\u4e3b\u6d41\u96f2\u7aef\u5e73\u53f0\u7121\u7e2b\u5c0d\u63a5<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u512a\u9ede<\/th><th>\u7f3a\u9ede<\/th><\/tr><\/thead><tbody><tr><td>\u696d\u754c\u9802\u5c16AutoML<\/td><td>\u50f9\u683c\u8f03\u9ad8<\/td><\/tr><tr><td>\u4ecb\u9762\u53cb\u5584\u3001\u6307\u5f15\u8a73\u7d30<\/td><td>\u9032\u968e\u6a21\u578b\u5ba2\u88fd\u5316\u6709\u9650<\/td><\/tr><tr><td>\u5718\u968a\u5354\u4f5c\u5f37\u3001\u7a69\u5b9a<\/td><td>&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. H2O.ai \u2014 \u958b\u6e90\u9ad8\u6548\u80fd\u5206\u6563\u5f0f\u6a5f\u5668\u5b78\u7fd2<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1762790519.jpg\" alt=\"H2O.ai\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/h2o.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >H2O.ai\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>H2O.ai<\/strong>\u63d0\u4f9b\u5206\u6563\u5f0f\u904b\u7b97\u3001GPU\u52a0\u901f\u8207\u5ee3\u6cdb\u958b\u6e90\u751f\u614b\uff0c\u8457\u91cd\u9748\u6d3b\u958b\u767c\u8207\u5354\u4f5c\u3002<br>\u9069\u5408\u91d1\u878d\u3001\u96f6\u552e\u7b49\u5927\u6578\u64da\u5834\u666f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b8c\u5168\u958b\u6e90\uff0c\u652f\u63f4Python\/R\/Scala<\/li>\n\n\n\n<li>H2O Driverless AI\u5e36\u4f86\u8d85\u81ea\u52d5\u5316\u9ad4\u9a57<\/li>\n\n\n\n<li>\u9762\u5411\u958b\u767c\u8005\uff0c\u6587\u4ef6\u8c50\u5bcc<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Google Vertex AI \u2014 \u4e00\u9ad4\u5316\u96f2\u7aefAI\u958b\u767c\u5e73\u53f0<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1762790519-1.jpg\" alt=\"Google Vertex AI\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/cloud.google.com\/vertex-ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Google Vertex AI\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>Google Vertex AI<\/strong>\u6253\u901a\u8cc7\u6599\u7ba1\u9053\u3001AutoML\u3001\u8a13\u7df4\u9a57\u8b49\u548c\u90e8\u7f72\u5168\u74b0\u7bc0\uff0c\u9748\u6d3b\u652f\u63f4\u591a\u7522\u696d\u61c9\u7528\u3002<br>\u6df1\u5ea6\u6574\u5408BigQuery\u3001TPU\u7b49\u8cc7\u6599\/\u7b97\u529b\u8cc7\u6e90\uff0c\u81ea\u52d5\u5316\u8207\u4f4e\u7a0b\u5f0f\u78bc\u6d41\u7a0b\u4e00\u7ad9\u638c\u63a7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Microsoft Azure ML \u2014 \u4f01\u696d\u7d1aAI\u6a21\u578b\u8a13\u7df4\u5de5\u5ee0<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1762790520.jpg\" alt=\"Microsoft Azure Machine Learning\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/azure.microsoft.com\/services\/machine-learning\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Microsoft Azure Machine Learning\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>Azure Machine Learning<\/strong>\u4ee5\u4f4e\u7a0b\u5f0f\u78bc\u3001ML Ops\u8207\u4e00\u9375\u90e8\u7f72\u80fd\u529b\u8457\u7a31\u3002\u652f\u63f4\u8c50\u5bcc\u5b89\u5168\u898f\u7bc4\uff08GDPR\u3001ISO\uff09\uff0c\u8996\u89ba\u5316pipeline\u3001\u89d2\u8272\u5206\u660e\uff0c\u9069\u5408\u4f01\u696d\u7d1a\u5718\u968a\u8207IoT\u5834\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. IBM Watson Studio \u2014 \u5168\u5834\u666fAutoAI\u5354\u4f5c\u5e73\u53f0<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1762790521.jpg\" alt=\"IBM Watson Studio\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/www.ibm.com\/cloud\/watson-studio\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >IBM Watson Studio\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>Watson Studio<\/strong>\u6574\u5408SPSS\u3001AutoAI\u8207\u8c50\u5bcc\u8cc7\u6599\u5206\u6790\u6a21\u7d44\uff0c\u5f37\u8abf\u591a\u89d2\u8272\u5718\u968a\u5408\u4f5c\u8207\u7522\u696d\u7d1a\u6a21\u578b\u8a13\u7df4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. Amazon SageMaker \u2014 \u96f2\u7aefAI\u958b\u767c\u8207\u90e8\u7f72\u9996\u9078<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1762790521-1.jpg\" alt=\"Amazon SageMaker\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Amazon SageMaker\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>SageMaker<\/strong>\u9760AWS\u5f37\u5927\u96f2\u7aef\u751f\u614b\uff0c\u81ea\u52d5\u8cc7\u6599\u6a19\u8a3b\u3001\u8a13\u7df4\u3001\u6700\u4f73\u5316\u3001\u63a8\u7406\u5168\u81ea\u52d5\uff0c\u9069\u5408\u5927\u4e2d\u578b\u4f01\u696d\u5f48\u6027\u64f4\u5c55\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7. KNIME \u2014 \u514d\u8cbb\u4f4e\u78bc\u8cc7\u6599\u5206\u6790\u8207\u6a21\u578b\u8a13\u7df4\u5e73\u53f0<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1902\" height=\"1005\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-194.png\" alt=\"KNIME\u5b98\u7db2\u622a\u5716\" class=\"wp-image-67623\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.knime.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >KNIME\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>KNIME<\/strong>\u900f\u904e\u6a21\u7d44\u62d6\u66f3\u5c31\u80fd\u8a2d\u8a08\u6d41\u7a0b\uff0c\u96f6\u57fa\u790e\u4ea6\u53ef\u4e0a\u624b\uff0c\u5b78\u7fd2\u8cc7\u6e90\u8c50\u5bcc\uff0c\u9069\u5408\u5206\u6790\u5e2b\u8207\u5b78\u8853\u7814\u7a76\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">8. RapidMiner \u2014 \u4f4e\/\u7121\u7a0b\u5f0f\u78bcAI\u8207\u81ea\u52d5\u5316\u8cc7\u6599\u5206\u6790<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1893\" height=\"1008\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-195.jpg\" alt=\"RapidMiner\u5b98\u7db2\u622a\u5716\" class=\"wp-image-67626\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/rapidminer.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >RapidMiner\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>RapidMiner<\/strong>\u4e3b\u6253\u62d6\u653e\u5f0fAutoML\u3001\u7279\u5fb5\u5de5\u7a0b\u8207\u6a21\u578b\u90e8\u7f72\uff0c\u4ecb\u9762\u76f4\u89c0\uff0c\u9069\u7528\u65bc\u9280\u884c\u3001\u96f6\u552e\u8207\u6559\u80b2\u7b49\u5834\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">9. Alteryx Designer \u2014 \u8cc7\u6599\u5206\u6790\u8207\u667a\u6167BI\u6a21\u578b\u8a13\u7df4<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1893\" height=\"1005\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-195-2.jpg\" alt=\"Alteryx Designer\u5b98\u7db2\u622a\u5716\" class=\"wp-image-67652\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.alteryx.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Alteryx Designer\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>Alteryx Designer<\/strong>\u5c08\u6ce8\u5546\u696d\u667a\u6167\u5206\u6790\u3001\u81ea\u52d5\u5316\u8cc7\u6599\u8655\u7406\u8207\u4f4e\u78bc\u5efa\u6a21\uff0c\u53ef\u8207Tableau\u3001Power BI\u6df1\u5ea6\u9023\u7d50\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">10. PyCaret \u2014 \u958b\u6e90\u4f4e\u78bcPython\u81ea\u52d5\u6a21\u578b\u8a13\u7df4<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1898\" height=\"1003\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-196.png\" alt=\"PyCaret\u5b98\u7db2\u622a\u5716\" class=\"wp-image-67660\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/pycaret\/pycaret\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PyCaret\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>PyCaret<\/strong>\u4e09\u884c\u7a0b\u5f0f\u78bc\u5373\u53ef\u81ea\u52d5\u5efa\u6a21\uff0c\u805a\u5408\u7279\u5fb5\u5de5\u7a0b\u3001\u8abf\u53c3\u8207\u6a21\u578b\u8a55\u4f30\uff0c\u9069\u5408AI\u521d\u5b78\u8005\u8207\u79d1\u7814\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u5efa\u6a21\u65b0\u8da8\u52e2\uff1aAutoML\u3001\u4f4e\u7a0b\u5f0f\u78bc\u8207\u96f2\u7aef\u5316\u7206\u767c<\/h2>\n\n\n\n<p>2025\u5e74\uff0c<strong>AutoML\uff08\u81ea\u52d5\u6a5f\u5668\u5b78\u7fd2\uff09<\/strong>\u3001<strong>\u4f4e\/\u7121\u7a0b\u5f0f\u78bc\u8a2d\u8a08<\/strong>\u4e0e<strong>\u96f2\u7aef\u5373\u670d\u52d9\uff08SaaS\/PaaS\uff09<\/strong>\u6210\u70ba\u4e3b\u6d41\u3002\u6280\u8853\u7d30\u7bc0\u7531\u667a\u6167\u5e73\u53f0\u81ea\u52d5\u641e\u5b9a\uff0c\u958b\u767c\u8005\u5c08\u6ce8\u65bc\u696d\u52d9\u548c\u6578\u64da\u6d1e\u5bdf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q&amp;A\uff1a\u4f01\u696d\u5982\u4f55\u9078AI\u5efa\u6a21\u5de5\u5177\uff1f<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u554f\u984c<\/th><th>\u5efa\u8b70<\/th><\/tr><\/thead><tbody><tr><td>\u5c0f\u578b\u4f01\u696d\u6709\u9650\u9810\u7b97\uff0c\u9996\u9078\uff1f<\/td><td>KNIME\u3001PyCaret\uff08\u7686\u514d\u8cbb\uff0c\u6587\u4ef6\u5b8c\u6574\uff09<\/td><\/tr><tr><td>\u9700\u5f37\u5927\u81ea\u52d5\u5316\u3001\u5718\u968a\u5354\u4f5c\uff1f<\/td><td>DataRobot\u3001Watson Studio\u3001Azure ML<\/td><\/tr><tr><td>\u504f\u597dPython\u958b\u767c\u8981\u5f48\u6027\u64f4\u5145\uff1f<\/td><td>PyCaret\u3001H2O.ai<\/td><\/tr><tr><td>\u9700\u8981\u76f4\u63a5\u96f2\u7aef\u90e8\u7f72\u8207\u64f4\u5145\u3001\u7dad\u8b77\u7c21\u55ae\uff1f<\/td><td>Amazon SageMaker\u3001Google Vertex AI<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8a9e<\/h2>\n\n\n\n<p>\u7121\u8ad6\u662f\u5275\u696d\u5718\u968a\u3001\u8cc7\u6599\u79d1\u5b78\u5bb6\u6216IT\u5de5\u7a0b\u5e2b\uff0c<strong>\u9078\u5c0dAI\u5efa\u6a21\u5e73\u53f0<\/strong>\u5c07\u76f4\u63a5\u5f71\u97ff\u5c08\u6848\u6210\u6548\u8207\u4f01\u696d\u6548\u7387\u3002 2025\u5e74\uff0cDataRobot\u3001Google Vertex AI\u3001PyCaret\u3001H2O.ai\u3001KNIME\u63d0\u4f9b\u7121\u9580\u6abb\u3001\u6975\u81f4\u9748\u6d3b\u8207\u9ad8\u901f\u5ea6\u7684\u65b0\u9ad4\u9a57\u3002\u5efa\u8b70\u7d50\u5408\u81ea\u8eab\u5834\u666f\u3001\u9810\u7b97\u8207\u6280\u8853\u57fa\u790e\uff0c\u512a\u9078\u4e0a\u8ff0AI\u5de5\u5177\uff0c\u9081\u5411\u6c7a\u52dd\u672a\u4f86\u7684AI\u6d6a\u6f6e\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>AI\u5efa\u6a21\u5df2\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u8f6c\u578b\u4e0e\u81ea\u52a8\u5316\u6838\u5fc3\uff0c\u672c\u7bc7\u7cbe\u90092025\u5e7410\u5927\u6700\u503c\u5f97\u63a8\u8350\u7684AI\u6a21\u578b\u8bad\u7ec3\u5de5\u5177\uff0c\u6db5\u76d6\u81ea\u52a8\u5316\u6a21\u578b\u8bad [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[305],"tags":[247,1627,1455],"content_visibility":[262],"class_list":["post-67322","post","type-post","status-publish","format-standard","hentry","category-ai-tools-platforms","tag-ai"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/67322","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=67322"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/67322\/revisions"}],"predecessor-version":[{"id":67663,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/67322\/revisions\/67663"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=67322"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=67322"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=67322"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=67322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}