{"id":1827,"date":"2025-01-31T18:41:11","date_gmt":"2025-01-31T10:41:11","guid":{"rendered":"https:\/\/diuut.com\/?p=1827"},"modified":"2025-01-31T18:42:05","modified_gmt":"2025-01-31T10:42:05","slug":"javaer%e5%ad%a6%e4%b9%a0ai%e9%a2%86%e5%9f%9f%e6%8e%a8%e8%8d%90","status":"publish","type":"post","link":"https:\/\/diuut.com\/?p=1827","title":{"rendered":"JAVA\u5de5\u7a0b\u5e08\u5b66\u4e60AI\u76f8\u5173\u9886\u57df\u5185\u5bb9\u63a8\u8350\u6b65\u9aa4"},"content":{"rendered":"\n<p>\u9488\u5bf9Java\u5f00\u53d1\u5de5\u7a0b\u5e08\u8f6c\u578bAI\u9886\u57df\u7684\u8def\u5f84\uff0c\u4ee5\u4e0b\u662f\u9ad8\u6548\u5b66\u4e60\u65b9\u6848\uff0c\u7ed3\u5408\u81ea\u5df1\u7684\u6280\u672f\u80cc\u666f\u548cAI\u884c\u4e1a\u9700\u6c42\uff0c\u5206\u9636\u6bb5\u89c4\u5212\u5b66\u4e60\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_66_1 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\">\u76ee\u5f55<\/p>\n<\/div><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:\/\/diuut.com\/?p=1827\/#%E4%B8%80%E3%80%81%E6%98%8E%E7%A1%AE%E6%96%B9%E5%90%91%E4%B8%8E%E4%BC%98%E5%8A%BF%E7%BB%93%E5%90%88\" title=\"\u4e00\u3001\u660e\u786e\u65b9\u5411\u4e0e\u4f18\u52bf\u7ed3\u5408\">\u4e00\u3001\u660e\u786e\u65b9\u5411\u4e0e\u4f18\u52bf\u7ed3\u5408<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/diuut.com\/?p=1827\/#%E4%BA%8C%E3%80%81%E9%AB%98%E6%95%88%E5%AD%A6%E4%B9%A0%E8%B7%AF%E5%BE%84%EF%BC%886%E4%B8%AA%E6%9C%88%E9%80%9F%E6%88%90%E8%AE%A1%E5%88%92%EF%BC%89\" title=\"\u4e8c\u3001\u9ad8\u6548\u5b66\u4e60\u8def\u5f84\uff086\u4e2a\u6708\u901f\u6210\u8ba1\u5212\uff09\">\u4e8c\u3001\u9ad8\u6548\u5b66\u4e60\u8def\u5f84\uff086\u4e2a\u6708\u901f\u6210\u8ba1\u5212\uff09<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/diuut.com\/?p=1827\/#%E9%98%B6%E6%AE%B51%EF%BC%9A%E5%9F%BA%E7%A1%80%E6%9E%84%E5%BB%BA%EF%BC%881-2%E4%B8%AA%E6%9C%88%EF%BC%89\" title=\"\u9636\u6bb51\uff1a\u57fa\u7840\u6784\u5efa\uff081-2\u4e2a\u6708\uff09\">\u9636\u6bb51\uff1a\u57fa\u7840\u6784\u5efa\uff081-2\u4e2a\u6708\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/diuut.com\/?p=1827\/#%E9%98%B6%E6%AE%B52%EF%BC%9A%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E7%AA%81%E7%A0%B4%EF%BC%882-3%E4%B8%AA%E6%9C%88%EF%BC%89\" title=\"\u9636\u6bb52\uff1a\u6df1\u5ea6\u5b66\u4e60\u7a81\u7834\uff082-3\u4e2a\u6708\uff09\">\u9636\u6bb52\uff1a\u6df1\u5ea6\u5b66\u4e60\u7a81\u7834\uff082-3\u4e2a\u6708\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/diuut.com\/?p=1827\/#%E9%98%B6%E6%AE%B53%EF%BC%9A%E5%9E%82%E7%9B%B4%E9%A2%86%E5%9F%9F%E6%B7%B1%E8%80%95%EF%BC%882%E4%B8%AA%E6%9C%88%EF%BC%89\" title=\"\u9636\u6bb53\uff1a\u5782\u76f4\u9886\u57df\u6df1\u8015\uff082\u4e2a\u6708+\uff09\">\u9636\u6bb53\uff1a\u5782\u76f4\u9886\u57df\u6df1\u8015\uff082\u4e2a\u6708+\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/diuut.com\/?p=1827\/#%E4%B8%89%E3%80%81Java%E5%B7%A5%E7%A8%8B%E5%B8%88%E7%9A%84%E5%B7%AE%E5%BC%82%E5%8C%96%E7%AB%9E%E4%BA%89%E7%AD%96%E7%95%A5\" title=\"\u4e09\u3001Java\u5de5\u7a0b\u5e08\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u7b56\u7565\">\u4e09\u3001Java\u5de5\u7a0b\u5e08\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u7b56\u7565<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/diuut.com\/?p=1827\/#%E5%9B%9B%E3%80%81%E5%85%B3%E9%94%AE%E8%B5%84%E6%BA%90%E6%8E%A8%E8%8D%90\" title=\"\u56db\u3001\u5173\u952e\u8d44\u6e90\u63a8\u8350\">\u56db\u3001\u5173\u952e\u8d44\u6e90\u63a8\u8350<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/diuut.com\/?p=1827\/#%E4%BA%94%E3%80%81%E6%B1%82%E8%81%8C%E5%87%86%E5%A4%87%E8%A6%81%E7%82%B9\" title=\"\u4e94\u3001\u6c42\u804c\u51c6\u5907\u8981\u70b9\">\u4e94\u3001\u6c42\u804c\u51c6\u5907\u8981\u70b9<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81%E6%98%8E%E7%A1%AE%E6%96%B9%E5%90%91%E4%B8%8E%E4%BC%98%E5%8A%BF%E7%BB%93%E5%90%88\"><\/span><strong>\u4e00\u3001\u660e\u786e\u65b9\u5411\u4e0e\u4f18\u52bf\u7ed3\u5408<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>1. \u5229\u7528Java\u5de5\u7a0b\u5316\u4f18\u52bf\u5207\u5165AI\u5de5\u7a0b\u9886\u57df<\/strong><\/p>\n\n\n\n<ul><li><strong>AI\u5de5\u7a0b\u5316<\/strong>\uff1a\u6a21\u578b\u90e8\u7f72\uff08TensorFlow Serving\/DJLServing\uff09\u3001\u9ad8\u6027\u80fd\u8ba1\u7b97\u3001\u5206\u5e03\u5f0f\u8bad\u7ec3\uff08Spark MLlib\uff09<\/li><li><strong>\u5927\u6570\u636e+AI<\/strong>\uff1a\u7528Java\u5904\u7406\u6d77\u91cf\u6570\u636e\uff08Hadoop\/Spark\/Flink\uff09\u4e3a\u6a21\u578b\u63d0\u4f9b\u6570\u636e\u652f\u6301<\/li><li><strong>\u4f01\u4e1a\u7ea7AI\u7cfb\u7edf\u5f00\u53d1<\/strong>\uff1a\u5c06AI\u80fd\u529b\u96c6\u6210\u5230\u73b0\u6709Java\u540e\u7aef\u67b6\u6784\u4e2d<\/li><\/ul>\n\n\n\n<p><strong>2. \u76ee\u6807\u5c97\u4f4d\u5efa\u8bae<\/strong><\/p>\n\n\n\n<ul><li>AI\u5e73\u53f0\u5f00\u53d1\u5de5\u7a0b\u5e08<\/li><li>\u5927\u6570\u636e\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08<\/li><li>\u667a\u80fd\u7cfb\u7edf\u67b6\u6784\u5e08<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3><span class=\"ez-toc-section\" id=\"%E4%BA%8C%E3%80%81%E9%AB%98%E6%95%88%E5%AD%A6%E4%B9%A0%E8%B7%AF%E5%BE%84%EF%BC%886%E4%B8%AA%E6%9C%88%E9%80%9F%E6%88%90%E8%AE%A1%E5%88%92%EF%BC%89\"><\/span><strong>\u4e8c\u3001\u9ad8\u6548\u5b66\u4e60\u8def\u5f84\uff086\u4e2a\u6708\u901f\u6210\u8ba1\u5212\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4><span class=\"ez-toc-section\" id=\"%E9%98%B6%E6%AE%B51%EF%BC%9A%E5%9F%BA%E7%A1%80%E6%9E%84%E5%BB%BA%EF%BC%881-2%E4%B8%AA%E6%9C%88%EF%BC%89\"><\/span><strong>\u9636\u6bb51\uff1a\u57fa\u7840\u6784\u5efa\uff081-2\u4e2a\u6708\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ol><li><strong>Python\u901f\u6210\uff081\u5468\uff09<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u91cd\u70b9\u638c\u63e1\uff1aNumpy\/Pandas\u6570\u636e\u5904\u7406\u3001Flask\/FastAPI\u63a5\u53e3\u5f00\u53d1<\/li><li>\u5b66\u4e60\u65b9\u5f0f\uff1aLeetCode\u523750\u9053Python\u9898 + \u5b9e\u73b0\u6570\u636e\u6e05\u6d17\u811a\u672c<\/li><\/ul>\n\n\n\n<ol><li><strong>\u673a\u5668\u5b66\u4e60\u6570\u5b66\u8865\u5f3a\uff082\u5468\uff09<\/strong><\/li><\/ol>\n\n\n\n<ul><li><strong>\u5173\u952e\u70b9<\/strong>\uff1a\u77e9\u9635\u8fd0\u7b97\uff08\u7279\u5f81\u5de5\u7a0b\uff09\u3001\u6982\u7387\u5206\u5e03\uff08\u8d1d\u53f6\u65af\uff09\u3001\u68af\u5ea6\u8ba1\u7b97\uff08\u53cd\u5411\u4f20\u64ad\uff09<\/li><li>\u5b9e\u8df5\u65b9\u6cd5\uff1a\u901a\u8fc7Python\u5b9e\u73b0\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u53ef\u89c6\u5316<\/li><\/ul>\n\n\n\n<ol><li><strong>\u673a\u5668\u5b66\u4e60\u57fa\u7840\uff083\u5468\uff09<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u638c\u63e1\u6846\u67b6\uff1aScikit-learn<\/li><li>\u6838\u5fc3\u7b97\u6cd5\uff1a<ul><li>\u5206\u7c7b\uff1aXGBoost\uff08\u91cd\u70b9\uff09\u3001\u968f\u673a\u68ee\u6797<\/li><li>\u56de\u5f52\uff1a\u7ebf\u6027\u56de\u5f52+\u6b63\u5219\u5316<\/li><li>\u805a\u7c7b\uff1aK-means<\/li><\/ul><\/li><li>\u9879\u76ee\u5b9e\u6218\uff1a\u7528Java\u8c03\u7528Python\u6a21\u578b\uff08JPype\uff09\u5b9e\u73b0\u4fe1\u7528\u8bc4\u5206\u7cfb\u7edf<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4><span class=\"ez-toc-section\" id=\"%E9%98%B6%E6%AE%B52%EF%BC%9A%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E7%AA%81%E7%A0%B4%EF%BC%882-3%E4%B8%AA%E6%9C%88%EF%BC%89\"><\/span><strong>\u9636\u6bb52\uff1a\u6df1\u5ea6\u5b66\u4e60\u7a81\u7834\uff082-3\u4e2a\u6708\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ol><li><strong>\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\uff081\u4e2a\u6708\uff09<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u6846\u67b6\u9009\u62e9\uff1aPyTorch\uff08\u63a8\u8350\uff09\/TensorFlow<\/li><li>\u6838\u5fc3\u5185\u5bb9\uff1a<ul><li>CNN\u5b9e\u73b0\u56fe\u50cf\u5206\u7c7b\uff08ResNet\u5b9e\u6218\uff09<\/li><li>RNN\/LSTM\u6587\u672c\u751f\u6210<\/li><li>Transformers\u57fa\u7840\uff08HuggingFace\u5b9e\u6218\uff09<\/li><\/ul><\/li><\/ul>\n\n\n\n<ol><li><strong>\u5de5\u7a0b\u5316\u4e13\u9879\uff081\u4e2a\u6708\uff09<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u6a21\u578b\u90e8\u7f72\uff1aTensorRT\u52a0\u901f\u3001Spring Boot\u96c6\u6210ONNX\u6a21\u578b<\/li><li>\u6027\u80fd\u4f18\u5316\uff1aJavaCPP\u8c03\u7528C++\u63a8\u7406\u5f15\u64ce<\/li><li>\u5b9e\u6218\u6848\u4f8b\uff1a\u57fa\u4e8eSpring Cloud\u7684\u5206\u5e03\u5f0f\u63a8\u8350\u7cfb\u7edf<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4><span class=\"ez-toc-section\" id=\"%E9%98%B6%E6%AE%B53%EF%BC%9A%E5%9E%82%E7%9B%B4%E9%A2%86%E5%9F%9F%E6%B7%B1%E8%80%95%EF%BC%882%E4%B8%AA%E6%9C%88%EF%BC%89\"><\/span><strong>\u9636\u6bb53\uff1a\u5782\u76f4\u9886\u57df\u6df1\u8015\uff082\u4e2a\u6708+\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ol><li><strong>\u65b9\u5411\u9009\u62e9\u5efa\u8bae<\/strong><\/li><\/ol>\n\n\n\n<ul><li><strong>\u63a8\u8350\u7cfb\u7edf<\/strong>\uff1a\u9002\u5408Java\u80cc\u666f\u5f00\u53d1\u8005<ul><li>\u6280\u672f\u6808\uff1aSpark MLlib\u3001Redis\u5411\u91cf\u68c0\u7d22\u3001Flink\u5b9e\u65f6\u63a8\u8350<\/li><\/ul><\/li><li><strong>\u667a\u80fd\u8fd0\u7ef4<\/strong>\uff1aAIOps\u65b9\u5411<ul><li>\u6280\u672f\u6808\uff1a\u65f6\u5e8f\u9884\u6d4b\uff08LSTM\uff09\u3001\u5f02\u5e38\u68c0\u6d4b\uff08Isolation Forest\uff09<\/li><\/ul><\/li><li><strong>\u91d1\u878d\u98ce\u63a7<\/strong>\uff1a\u89c4\u5219\u5f15\u64ce+\u673a\u5668\u5b66\u4e60\u7ed3\u5408<ul><li>\u6280\u672f\u6808\uff1aFlink\u590d\u6742\u4e8b\u4ef6\u5904\u7406\u3001XGBoost\u6a21\u578b\u89e3\u91ca<\/li><\/ul><\/li><\/ul>\n\n\n\n<ol><li><strong>\u9879\u76ee\u51b2\u523a<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u81ea\u9009\u9879\u76ee\uff1a\u642d\u5efa\u5b8c\u6574AI Pipeline\uff08\u6570\u636e\u91c7\u96c6\u2192\u7279\u5f81\u5de5\u7a0b\u2192\u6a21\u578b\u8bad\u7ec3\u2192\u670d\u52a1\u90e8\u7f72\uff09<\/li><li>\u5f00\u6e90\u8d21\u732e\uff1a\u53c2\u4e0eAlibaba\/Eclipse Deeplearning4j\u9879\u76ee\u5f00\u53d1<\/li><li>\u6bd4\u8d5b\u9a8c\u8bc1\uff1aKaggle\u5165\u95e8\u6bd4\u8d5b\uff08\u524d20%\u4e3a\u76ee\u6807\uff09<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81Java%E5%B7%A5%E7%A8%8B%E5%B8%88%E7%9A%84%E5%B7%AE%E5%BC%82%E5%8C%96%E7%AB%9E%E4%BA%89%E7%AD%96%E7%95%A5\"><\/span><strong>\u4e09\u3001Java\u5de5\u7a0b\u5e08\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u7b56\u7565<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol><li><strong>\u6df7\u5408\u5f00\u53d1\u6a21\u5f0f<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u4f7f\u7528<strong>DJL\uff08Deep Java Library\uff09<\/strong>\u76f4\u63a5\u5f00\u53d1\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528<\/li><li>\u793a\u4f8b\uff1a\u7528Java\u5b9e\u73b0\u76ee\u6807\u68c0\u6d4b\u670d\u52a1<\/li><\/ul>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n   public class ObjectDetection {\n       public static void main(String&#91;] args) {\n           Criteria&lt;Image, DetectedObjects&gt; criteria = \n               Criteria.builder()\n                   .setTypes(Image.class, DetectedObjects.class)\n                   .optModelUrls(&quot;djl:\/\/ai.djl.mxnet\/ssd&quot;)\n                   .build();\n           try (ZooModel&lt;Image, DetectedObjects&gt; model = ModelZoo.loadModel(criteria);\n                Predictor&lt;Image, DetectedObjects&gt; predictor = model.newPredictor()) {\n               Image img = ImageFactory.getInstance().fromUrl(&quot;https:\/\/...\/car.jpg&quot;);\n               DetectedObjects detection = predictor.predict(img);\n               System.out.println(detection);\n           }\n       }\n   }\n<\/pre><\/div>\n\n\n<ol start=\"2\"><li><strong>\u6027\u80fd\u4f18\u5316\u4e13\u957f<\/strong><\/li><\/ol>\n\n\n\n<ul><li>JVM\u8c03\u4f18\uff1aGC\u5bf9\u63a8\u7406\u5ef6\u8fdf\u7684\u5f71\u54cd\u5206\u6790<\/li><li>\u5185\u5b58\u7ba1\u7406\uff1aJava\u5806\u5916\u5185\u5b58\u4f18\u5316\u6280\u5de7<\/li><li>\u591a\u7ebf\u7a0b\u52a0\u901f\uff1a\u5e76\u884c\u5316\u9884\u5904\u7406\u6d41\u6c34\u7ebf<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3><span class=\"ez-toc-section\" id=\"%E5%9B%9B%E3%80%81%E5%85%B3%E9%94%AE%E8%B5%84%E6%BA%90%E6%8E%A8%E8%8D%90\"><\/span><strong>\u56db\u3001\u5173\u952e\u8d44\u6e90\u63a8\u8350<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol><li><strong>\u4e66\u7c4d<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u300a\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u8bbe\u8ba1\u300b\uff08\u9002\u5408\u5de5\u7a0b\u601d\u7ef4\u57f9\u517b\uff09<\/li><li>\u300aStreaming Systems\u300b\uff08\u5b9e\u65f6AI\u5fc5\u5907\uff09<\/li><\/ul>\n\n\n\n<ol><li><strong>\u8bfe\u7a0b<\/strong><\/li><\/ol>\n\n\n\n<ul><li>Coursera\u300aMachine Learning Engineering for Production (MLOps)\u300b<\/li><li>\u6781\u5ba2\u65f6\u95f4\u300aAI\u5de5\u7a0b\u5316\u843d\u5730\u5b9e\u6218\u300b<\/li><\/ul>\n\n\n\n<ol><li><strong>\u5de5\u5177\u94fe<\/strong><\/li><\/ol>\n\n\n\n<ul><li><strong>Java\u751f\u6001<\/strong>\uff1aDeeplearning4j\u3001Tribuo<\/li><li><strong>\u8de8\u8bed\u8a00<\/strong>\uff1aApache Arrow\uff08\u5185\u5b58\u6570\u636e\u4ea4\u6362\uff09<\/li><li><strong>\u76d1\u63a7<\/strong>\uff1aPrometheus+Micrometer\u6a21\u578b\u76d1\u63a7<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3><span class=\"ez-toc-section\" id=\"%E4%BA%94%E3%80%81%E6%B1%82%E8%81%8C%E5%87%86%E5%A4%87%E8%A6%81%E7%82%B9\"><\/span><strong>\u4e94\u3001\u6c42\u804c\u51c6\u5907\u8981\u70b9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol><li><strong>\u7b80\u5386\u4eae\u70b9\u8bbe\u8ba1<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u7a81\u51fa\uff1a\u590d\u6742\u7cfb\u7edf\u96c6\u6210\u7ecf\u9a8c\u3001\u6027\u80fd\u4f18\u5316\u6848\u4f8b\u3001\u5927\u6570\u636e+AI\u9879\u76ee<\/li><li>\u793a\u4f8b\uff1a\u67d0\u7535\u5546\u63a8\u8350\u7cfb\u7edfQPS\u4ece1000\u63d0\u5347\u81f35000\u7684\u8c03\u4f18\u8fc7\u7a0b<\/li><\/ul>\n\n\n\n<ol><li><strong>\u9762\u8bd5\u91cd\u70b9\u7a81\u7834<\/strong><\/li><\/ol>\n\n\n\n<ul><li><strong>\u7b97\u6cd5\u9898<\/strong>\uff1a\u4fdd\u6301LeetCode\u4e2d\u7b49\u9898\u719f\u7ec3\u5ea6<\/li><li><strong>\u7cfb\u7edf\u8bbe\u8ba1<\/strong>\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u652f\u6301AB\u6d4b\u8bd5\u7684\u6a21\u578b\u670d\u52a1\u5e73\u53f0<\/li><li><strong>\u884c\u4e1a\u6d1e\u5bdf<\/strong>\uff1a\u8ffd\u8e2aLLM\u5728\u4f01\u4e1a\u7684\u843d\u5730\u73b0\u72b6\uff08RAG\u4f18\u5316\u7b49\uff09<\/li><\/ul>\n\n\n\n<ol><li><strong>\u5185\u90e8\u8f6c\u5c97\u673a\u4f1a<\/strong><\/li><\/ol>\n\n\n\n<ul><li>\u4e3b\u52a8\u53c2\u4e0e\u516c\u53f8AI\u9879\u76ee\uff08\u5982\u667a\u80fd\u76d1\u63a7\u7cfb\u7edf\u6539\u9020\uff09<\/li><li>\u5efa\u8bae\u8def\u5f84\uff1a\u5148\u627f\u62c5AI\u7cfb\u7edf\u7684\u540e\u7aef\u5f00\u53d1\uff0c\u9010\u6b65\u63a5\u89e6\u6a21\u578b\u5c42<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u901a\u8fc7\u805a\u7126AI\u5de5\u7a0b\u5316\u843d\u5730\u7684\u5173\u952e\u6280\u672f\u70b9\uff0c\u7ed3\u5408Java\u5de5\u7a0b\u5e08\u7684\u5de5\u7a0b\u4f18\u52bf\uff0c\u53ef\u57286-9\u4e2a\u6708\u5185\u5b8c\u6210\u6709\u6548\u8f6c\u578b\u3002\u91cd\u70b9\u8981\u907f\u514d\u9677\u5165\u7eaf\u7b97\u6cd5\u7814\u7a76\uff0c\u800c\u662f\u7a81\u51fa\u5de5\u7a0b\u5b9e\u73b0\u80fd\u529b\uff0c\u8fd9\u5c06\u6210\u4e3a\u4f60\u5728AI\u9886\u57df\u6700\u5927\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>Deepseek\u56de\u7b54<br><br>\u95ee:\u4e00\u4e2ajava\u5f00\u53d1\u5de5\u7a0b\u5e08\u60f3\u8981\u5403\u5230ai\u76f8\u5173\u884c\u4e1a\u7ea2\u5229\uff0c\u600e\u4e48\u5165\u95e8\u5b66\u4e60\u6700\u6709\u6548\uff1f<br><br>\u7b54:\u55ef\uff0c\u7528\u6237\u662f\u4e00\u4e2aJava\u5f00\u53d1\u5de5\u7a0b\u5e08\uff0c\u60f3\u8981\u8fdb\u5165AI\u9886\u57df\u5206\u4e00\u676f\u7fb9\u3002\u9996\u5148\uff0c\u6211\u9700\u8981\u4e86\u89e3\u4ed6\u7684\u80cc\u666f\u548c\u76ee\u6807\u3002\u4ed6\u53ef\u80fd\u5df2\u7ecf\u5728Java\u65b9\u9762\u6709\u4e86\u4e00\u5b9a\u7684\u7ecf\u9a8c\uff0c\u4f46AI\u9886\u57df\u5bf9\u4ed6\u6765\u8bf4\u53ef\u80fd\u6bd4\u8f83\u964c\u751f\u3002\u6211\u5f97\u60f3\u60f3\u5982\u4f55\u5229\u7528\u4ed6\u7684Java\u57fa\u7840\u6765\u8fc7\u6e21\u5230AI\uff0c\u540c\u65f6\u8865\u5145\u5fc5\u8981\u7684\u77e5\u8bc6\u548c\u6280\u80fd\u3002 \u7528\u6237\u63d0\u5230\u201c\u5403\u5230AI\u76f8\u5173\u884c\u4e1a\u7684\u7ea2\u5229\u201d\uff0c\u8bf4\u660e\u4ed6\u53ef\u80fd\u770b\u5230\u4e86AI\u7684\u53d1\u5c55\u524d\u666f\uff0c\u5e0c\u671b\u901a\u8fc7\u5b66\u4e60\u8f6c\u578b\u5230\u9ad8\u589e\u957f\u7684\u9886\u57df\u3002\u4ed6\u7684\u4e3b\u8981\u9700\u6c42\u662f\u627e\u5230\u6700\u9ad8\u6548\u7684\u5165\u95e8\u8def\u5f84\u3002\u4f5c\u4e3a\u4e2d\u7ea7\u5f00\u53d1\u8005\uff0c\u4ed6\u53ef\u80fd\u5df2\u7ecf\u5177\u5907\u7f16\u7a0b\u57fa\u7840\uff0c\u4f46AI\u6d89\u53ca\u6570\u5b66\u3001\u7b97\u6cd5\u3001\u5de5\u5177\u7b49\u591a\u65b9\u9762\uff0c\u9700\u8981\u7cfb\u7edf\u5b66\u4e60\u3002 \u9996\u5148\uff0c\u9700\u8981\u786e\u5b9a\u4ed6\u7684\u73b0\u6709\u6280\u80fd\u548cAI\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002Java\u5728\u4f01\u4e1a\u7ea7\u5e94\u7528\u548c\u540e\u53f0\u5f00\u53d1\u4e2d\u5f88\u5e38\u89c1\uff0c\u4f46AI\u9886\u57df\u4e3b\u6d41\u8bed\u8a00\u662fPython\u3002\u4ed6\u53ef\u80fd\u9700\u8981\u5b66\u4e60Python\uff0c\u4f46Java\u5728\u67d0\u4e9bAI\u5e94\u7528\u4e2d\u4e5f\u6709\u5e94\u7528\uff0c\u6bd4\u5982\u5927\u6570\u636e\u5904\u7406\u6846\u67b6(Hadoop\u3001Spark)\u6216\u6df1\u5ea6\u5b66\u4e60\u5e93\uff08DL4J\uff09\u3002\u4e0d\u8fc7\uff0cPython\u7684\u751f\u6001\u66f4\u4e30\u5bcc\uff0c\u5efa\u8bae\u5148\u638c\u63e1Python\u57fa\u7840\u3002 \u63a5\u4e0b\u6765\uff0c\u6570\u5b66\u57fa\u7840\u3002AI\u9700\u8981\u7ebf\u6027\u4ee3\u6570\u3001\u6982\u7387\u7edf\u8ba1\u548c\u5fae\u79ef\u5206\u3002\u4f5c\u4e3a\u5de5\u7a0b\u5e08\uff0c\u53ef\u80fd\u6570\u5b66\u6709\u4e9b\u751f\u758f\uff0c\u9700\u8981\u590d\u4e60\u5173\u952e\u6982\u5ff5\uff0c\u4f46\u4e0d\u9700\u8981\u6df1\u5165\u7406\u8bba\uff0c\u91cd\u70b9\u653e\u5728\u5e94\u7528\u4e0a\u3002\u63a8\u8350\u7ed3\u5408\u5b9e\u8df5\u6765\u5de9\u56fa\u6570\u5b66\u77e5\u8bc6\uff0c\u6bd4\u5982\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5b9e\u73b0\u6765\u7406\u89e3\u80cc\u540e\u7684\u6570\u5b66\u539f\u7406\u3002 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