{"id":6227,"date":"2025-04-22T13:49:13","date_gmt":"2025-04-22T05:49:13","guid":{"rendered":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=6227"},"modified":"2025-05-09T12:17:29","modified_gmt":"2025-05-09T04:17:29","slug":"%e5%95%86%e6%a5%ad%e5%a4%a7%e6%95%b8%e6%93%9a%e5%b9%b3%e5%8f%b0%e6%8e%a8%e5%bb%a3%e8%aa%aa%e6%98%8e%e6%9c%83","status":"publish","type":"page","link":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=6227","title":{"rendered":"\ud83d\udc90AI\u5546\u696d\u5927\u6578\u64da\u5e73\u53f0\u63a8\u5ee3\u8aaa\u660e\u6703\ud83d\udc90"},"content":{"rendered":"<p><span style=\"font-family: 'arial black', sans-serif;\"><b>\ud83d\udcc5<\/b><b>\u00a0 \u6642\u9593\uff1a 2025\/05\/07 (\u4e09) 12:10 ~ 13:00<\/b><\/span><\/p>\n<p><span style=\"font-family: 'arial black', sans-serif;\"><b>\ud83c\udfe0<\/b><b>\u00a0 \u5730\u9ede\uff1a \u7ba1\u7406\u5b78\u9662 3051 \u6559\u5ba4<\/b><\/span><\/p>\n<p><span style=\"font-family: 'arial black', sans-serif;\">\ud83d\udc68\u00a0 <strong>\u4e3b\u6301\u4eba\uff1a \u8cc7\u7ba1\u7cfb \u5eb7\u85dd\u6643 \u526f\u6559\u6388<\/strong><\/span><\/p>\n<p><span style=\"font-family: 'arial black', sans-serif;\"><b>\ud83d\udc49<\/b><b>\u00a0 \u5831\u540d\u7db2\u5740\uff1a <a href=\"https:\/\/forms.gle\/chWfoEfpEPHzt4Gt6\">https:\/\/forms.gle\/chWfoEfpEPHzt4Gt6<\/a><\/b><\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u96a8\u8457\u5927\u6578\u64da\u6280\u8853\u8207\u6a5f\u5668\u5b78\u7fd2\u61c9\u7528\u7684\u8fc5\u901f\u767c\u5c55\uff0cHadoop\u3001Spark\u8207Kubeflow\u5df2\u6210\u70ba\u73fe\u4ee3\u8cc7\u6599\u8655\u7406\u8207\u6a21\u578b\u958b\u767c\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e09\u5927\u6838\u5fc3\u67b6\u69cb\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hadoop\u63d0\u4f9b\u53ef\u9760\u7684\u5206\u6563\u5f0f\u5132\u5b58\u8207\u6279\u6b21\u8655\u7406\u529f\u80fd\uff0c\u80fd\u8655\u7406\u8d85\u904e\u55ae\u4e00\u96fb\u8166\u6216\u4f3a\u670d\u5668\u5bb9\u91cf\u7684\u5927\u578b\u8cc7\u6599\u96c6\uff0c\u5f77\u5f7f\u4e00\u5ea7\u5354\u540c\u904b\u4f5c\u7684\u8cc7\u6599\u5009\u5132\u4e2d\u5fc3\uff0c\u800cSpark\u5247\u900f\u904e\u8a18\u61b6\u9ad4\u5167\u904b\u7b97\u6a5f\u5236\uff0c\u5927\u5e45\u6e1b\u5c11\u78c1\u789f\u8b80\u5beb\u6642\u9593\uff0c\u8b93\u8cc7\u6599\u8655\u7406\u7684\u901f\u5ea6\u5be6\u73fe\u6578\u5341\u500d\u63d0\u5347\uff0c\u7279\u5225\u9069\u5408\u9700\u8981\u5feb\u901f\u53cd\u8986\u904b\u7b97\u7684\u61c9\u7528\u5834\u666f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kubeflow\u5247\u9032\u4e00\u6b65\u6eff\u8db3\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u8005\u7684\u9700\u6c42\uff0c\u900f\u904e\u7db2\u9801\u4ecb\u9762\u5373\u53ef\u5feb\u901f\u5efa\u7f6e\u53ef\u57f7\u884c\u7684 Notebook\u74b0\u5883\uff0c\u4e0d\u9700\u81ea\u884c\u90e8\u7f72\u958b\u767c\u74b0\u5883\u8207\u5957\u4ef6\uff0c\u4e26\u652f\u63f4GPU\u8cc7\u6e90\u914d\u7f6e\uff0c\u4f60\u53ef\u4ee5\u4f9d\u9700\u6c42\u9078\u64c7\u719f\u6089\u7684\u958b\u767c\u5de5\u5177\uff0c\u5982 JupyterHub\u3001RStudio \u6216 CodeServer\uff0c\u4e26\u5f48\u6027\u8abf\u6574\u6240\u9700\u7684 CPU\u3001RAM\u8207\u5132\u5b58\u7a7a\u9593\uff0c\u6574\u500b\u6d41\u7a0b\u5982\u540c\u958b\u555f\u4e00\u9593\u96f2\u7aef\u5de5\u4f5c\u5ba4\uff0c\u8b93\u958b\u767c\u8207\u8a13\u7df4\u5de5\u4f5c\u5728\u540c\u4e00\u5e73\u53f0\u4e0a\u9032\u884c\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5c0d\u65bc\u5f9e\u4e8b\u8cc7\u6599\u5206\u6790\u6216\u96f2\u7aef\u904b\u7b97\u7684\u7814\u7a76\u4eba\u54e1\u8207\u5be6\u52d9\u5de5\u4f5c\u8005\u800c\u8a00\uff0c\u7406\u89e3\u9019\u4e9b\u6280\u8853\u7684\u67b6\u69cb\u8a2d\u8a08\u8207\u61c9\u7528\u5834\u666f\u81f3\u95dc\u91cd\u8981\uff0c\u672c\u6b21\u5de5\u4f5c\u574a\u5c07\u7d50\u5408\u7406\u8ad6\u8207\u5be6\u4f5c\uff0c\u5167\u5bb9\u5305\u62ec\uff1a<\/span><\/p>\n<p><b>Topic 1 : Hadoop \u8207 Spark \u5728\u5206\u6563\u5f0f\u8cc7\u6599\u8655\u7406\u4e2d\u7684\u61c9\u7528<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">HDFS \u57fa\u790e\u64cd\u4f5c\u8207 R \u8a9e\u8a00\u9023\u7dda\u6559\u5b78<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5de8\u91cf\u8cc7\u6599\u7bc4\u4f8b\u5be6\u4f5c\u8207\u6548\u80fd\u5206\u6790<\/span><\/li>\n<\/ul>\n<p><b>Topic 2 : \u96f2\u7aef\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0 Kubeflow \u64cd\u4f5c\u5be6\u52d9<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Notebook \u74b0\u5883\u914d\u7f6e\u8207 GPU \u8cc7\u6e90\u7533\u8acb<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u958b\u767c\u74b0\u5883\u64cd\u4f5c\uff08RStudio\u3001JupyterHub\u3001CodeServer\uff09<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/04\/kubeflow.png\" alt=\"\" width=\"465\" height=\"210\" class=\"alignnone wp-image-6229\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/04\/kubeflow.png 1076w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/04\/kubeflow-300x136.png 300w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/04\/kubeflow-1024x463.png 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/04\/kubeflow-768x347.png 768w\" sizes=\"auto, (max-width: 465px) 100vw, 465px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><b>\u63a2\u7d22\u5de8\u91cf\u8cc7\u6599\u8207\u96f2\u7aefAI\u6280\u8853\u2500\u2500Hadoop\u3001Spark\u3001Kubeflow \u6574\u5408\u61c9\u7528\u5e73\u53f0\u8aaa\u660e\u6703\u5713\u6eff\u8209\u884c<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u96a8\u8457\u5927\u6578\u64da\u8207\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u65e5\u76ca\u6210\u719f\uff0c\u5206\u6563\u5f0f\u8a08\u7b97\u8207\u96f2\u7aef\u5e73\u53f0\u5df2\u6210\u70ba\u73fe\u4ee3\u8cc7\u6599\u5206\u6790\u8207\u6a21\u578b\u958b\u767c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u790e\u3002\u70ba\u63a8\u5ee3\u7ba1\u7406\u5b78\u9662\u5546\u696d\u5927\u6578\u64da\u5e73\u53f0\u7684\u5efa\u7f6e\u6210\u679c\u8207\u61c9\u7528\u6f5b\u529b\uff0c\u5927\u6578\u64da\u8a08\u756b\u5718\u968a\u65bc2025\u5e745\u67087\u65e5\u8209\u8fa6\u300cAI\u5546\u696d\u5927\u6578\u64da\u5e73\u53f0\u63a8\u5ee3\u8aaa\u660e\u6703\u300d\uff0c\u9080\u8acb\u9662\u5167\u5e2b\u751f\u53c3\u8207\uff0c\u6df1\u5165\u4e86\u89e3\u5e73\u53f0\u5728\u8cc7\u6599\u5132\u5b58\u3001\u5206\u6790\u8655\u7406\u8207AI\u958b\u767c\u7b49\u65b9\u9762\u7684\u6574\u5408\u80fd\u529b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6d3b\u52d5\u7531\u8cc7\u8a0a\u7ba1\u7406\u5b78\u7cfb\u5eb7\u85dd\u6643\u526f\u6559\u6388\u958b\u5834\uff0c\u5f15\u4ecb\u5e73\u53f0\u67b6\u69cb\u8207\u767c\u5c55\u7406\u5ff5\u3002\u4e3b\u8ef8\u805a\u7126\u65bc\u4e09\u9805\u6838\u5fc3\u6280\u8853\uff1a<\/span><b>Hadoop\u3001Spark \u8207 Kubeflow<\/b><span style=\"font-weight: 400;\">\uff0c\u5eb7\u526f\u6559\u6388\u53ca\u5176\u7814\u7a76\u5ba4\u5718\u968a\u6210\u54e1\u674e\u67cf\u7ff0\u540c\u5b78\u3001\u9112\u4f69\u84c1\u540c\u5b78\u3001\u5433\u8283\u5100\u540c\u5b78\u900f\u904e\u5be6\u6a5f\u5c55\u793a\u8207\u64cd\u4f5c\u8aaa\u660e\uff0c\u5e36\u9818\u8207\u6703\u8005\u638c\u63e1\u5f9e\u5de8\u91cf\u8cc7\u6599\u5132\u5b58\u3001\u5feb\u901f\u8655\u7406\uff0c\u5230\u96f2\u7aef\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8aaa\u660e\u6703\u9996\u5148\u4ecb\u7d39<\/span><b>Hadoop<\/b><span style=\"font-weight: 400;\">\u63d0\u4f9b\u7a69\u5b9a\u7684\u5206\u6563\u5f0f\u5132\u5b58\u8207\u6279\u6b21\u8655\u7406\u80fd\u529b\uff0c\u6a21\u64ec\u4f01\u696d\u7d1a\u8cc7\u6599\u5009\u5132\u74b0\u5883\uff0c\u5354\u52a9\u4f7f\u7528\u8005\u80fd\u8655\u7406\u8d85\u51fa\u55ae\u6a5f\u5bb9\u91cf\u7684\u5927\u578b\u8cc7\u6599\u96c6\u3002\u63a5\u8457\u4ecb\u7d39\u7684<\/span><b>Spark<\/b><span style=\"font-weight: 400;\">\uff0c\u4ee5\u8a18\u61b6\u9ad4\u5167\u904b\u7b97\u6280\u8853\u5927\u5e45\u63d0\u5347\u8cc7\u6599\u8655\u7406\u6548\u7387\uff0c\u7279\u5225\u9069\u7528\u65bc\u9700\u5373\u6642\u5206\u6790\u8207\u53cd\u8986\u904b\u7b97\u7684\u5546\u696d\u61c9\u7528\u5834\u666f\u3002\u5eb7\u526f\u6559\u6388\u4e26\u4ee5\u5be6\u4f8b\u8aaa\u660e\u5982\u4f55\u5229\u7528 Spark \u9032\u884c\u5546\u696d\u4ea4\u6613\u8cc7\u6599\u5206\u6790\uff0c\u8b93\u5e2b\u751f\u5c0d\u5176\u6548\u80fd\u8207\u61c9\u7528\u60c5\u5883\u6709\u76f4\u89c0\u7406\u89e3\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8aaa\u660e\u6703\u53e6\u4e00\u91cd\u9ede\u70ba <\/span><b>Kubeflow<\/b><span style=\"font-weight: 400;\"> \u96f2\u7aef\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0\u7684\u64cd\u4f5c\u5be6\u52d9\u3002\u7814\u7a76\u5ba4\u5718\u968a\u6210\u54e1\u73fe\u5834\u793a\u7bc4\u5982\u4f55\u900f\u904e\u7db2\u9801\u4ecb\u9762\u5feb\u901f\u5efa\u7acb Notebook \u958b\u767c\u74b0\u5883\uff0c\u7121\u9700\u81ea\u884c\u5b89\u88dd\u8907\u96dc\u5957\u4ef6\uff0c\u5373\u53ef\u555f\u52d5\u719f\u6089\u7684\u5de5\u5177\u5982 JupyterHub\u3001RStudio \u6216 CodeServer\uff0c\u4e26\u4ecb\u7d39 GPU \u8cc7\u6e90\u7533\u8acb\u8207\u914d\u7f6e\u65b9\u5f0f\uff0c\u5354\u52a9\u53c3\u8207\u8005\u5f48\u6027\u8abf\u6574 CPU\u3001RAM \u8207\u5132\u5b58\u7a7a\u9593\uff0c\u6253\u9020\u500b\u4eba\u5316\u7684\u96f2\u7aef\u958b\u767c\u5de5\u4f5c\u5ba4\uff0c\u5be6\u73fe AI \u958b\u767c\u8207\u8a13\u7df4\u6d41\u7a0b\u7684\u4e00\u7ad9\u5f0f\u6574\u5408\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5eb7\u85dd\u6643\u526f\u6559\u6388\u8868\u793a\uff0c<\/span><a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/\"><span style=\"font-weight: 400;\">\u5546\u696d\u5927\u6578\u64da\u5e73\u53f0<\/span><\/a><span style=\"font-weight: 400;\">\u4e0d\u50c5\u652f\u63f4\u6559\u5b78\u8207\u7814\u7a76\u5de5\u4f5c\uff0c\u66f4\u53ef\u4f5c\u70ba\u5b78\u751f\u9032\u884c\u5be6\u52d9\u5c08\u984c\u8207\u4f01\u696d\u6a21\u64ec\u5206\u6790\u7684\u91cd\u8981\u57fa\u790e\u3002\u900f\u904e\u672c\u6b21\u8aaa\u660e\u6703\uff0c\u8207\u6703\u5e2b\u751f\u5c0d\u5e73\u53f0\u67b6\u69cb\u8207\u5be6\u4f5c\u6d41\u7a0b\u6709\u4e86\u66f4\u5b8c\u6574\u7684\u8a8d\u8b58\uff0c\u4e5f\u70ba\u672a\u4f86\u8de8\u9818\u57df\u5408\u4f5c\u8207\u5275\u65b0\u61c9\u7528\u5960\u5b9a\u826f\u597d\u57fa\u790e\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u64b0\u7a3f\uff1a\u838a\u78a7\u82ac<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7de8\u4fee\uff1a\u5eb7\u85dd\u6643\u526f\u6559\u6388\u3001\u5353\u96cd\u7136\u52a9\u7406\u6559\u6388<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831-212x300.png\" alt=\"\" width=\"600\" height=\"849\" class=\"alignnone  wp-image-6278 aligncenter\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831-212x300.png 212w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831-724x1024.png 724w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831-768x1086.png 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831-1086x1536.png 1086w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831-1448x2048.png 1448w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831-1140x1613.png 1140w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/\u6d77\u5831.png 1587w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">\u6d77\u5831<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/2-300x225.jpg\" alt=\"\" width=\"601\" height=\"451\" class=\" wp-image-6275 aligncenter\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/2-300x225.jpg 300w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/2-1024x768.jpg 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/2-768x576.jpg 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/2-1536x1152.jpg 1536w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/2-2048x1536.jpg 2048w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/2-1140x855.jpg 1140w\" sizes=\"auto, (max-width: 601px) 100vw, 601px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">\u5eb7\u85dd\u6643\u526f\u6559\u6388\u8aaa\u660e\u5546\u696d\u5927\u6578\u64da\u5e73\u53f0\u53ef\u63d0\u4f9b\u7684\u61c9\u7528\u8207\u670d\u52d9<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_123203-1-300x300.jpg\" alt=\"\" width=\"601\" height=\"601\" class=\" wp-image-6277 aligncenter\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_123203-1-300x300.jpg 300w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_123203-1-1024x1024.jpg 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_123203-1-150x150.jpg 150w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_123203-1-768x768.jpg 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_123203-1-1536x1536.jpg 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https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125648-1024x768.jpg 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125648-768x576.jpg 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125648-1536x1152.jpg 1536w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125648-2048x1536.jpg 2048w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125648-1140x855.jpg 1140w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">\u540c\u5b78\u7a4d\u6975\u63d0\u554f<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125508-300x225.jpg\" alt=\"\" width=\"602\" height=\"452\" class=\" wp-image-6271 aligncenter\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125508-300x225.jpg 300w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125508-1024x768.jpg 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125508-768x576.jpg 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125508-1536x1152.jpg 1536w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125508-2048x1536.jpg 2048w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125508-1140x855.jpg 1140w\" sizes=\"auto, (max-width: 602px) 100vw, 602px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">\u540c\u5b78\u7a4d\u6975\u63d0\u554f<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125428-300x225.jpg\" alt=\"\" width=\"600\" height=\"450\" class=\" wp-image-6270 aligncenter\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125428-300x225.jpg 300w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125428-1024x768.jpg 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125428-768x576.jpg 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125428-1536x1152.jpg 1536w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125428-2048x1536.jpg 2048w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_125428-1140x855.jpg 1140w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">\u5eb7\u85dd\u6643\u526f\u6559\u6388\u56de\u61c9\u5b78\u751f\u5011\u63d0\u554f<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130143-300x225.jpg\" alt=\"\" width=\"600\" height=\"450\" class=\" wp-image-6273 aligncenter\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130143-300x225.jpg 300w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130143-1024x768.jpg 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130143-768x576.jpg 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130143-1536x1152.jpg 1536w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130143-2048x1536.jpg 2048w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130143-1140x855.jpg 1140w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">\u8aaa\u660e\u6703\u7d50\u675f\u5f8c\uff0c\u5e2b\u751f\u4e92\u52d5\u555f\u767c\u5b78\u7fd2\u7684\u7cbe\u5f69\u77ac\u9593(\u53f3\u4e09\uff1a\u5eb7\u85dd\u6643\u526f\u6559\u6388)<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130148-300x225.jpg\" alt=\"\" width=\"600\" height=\"450\" class=\" wp-image-6274 aligncenter\" srcset=\"https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130148-300x225.jpg 300w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130148-1024x768.jpg 1024w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130148-768x576.jpg 768w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130148-1536x1152.jpg 1536w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130148-2048x1536.jpg 2048w, https:\/\/bap2.cm.nsysu.edu.tw\/wp-content\/uploads\/2025\/05\/IMG_20250507_130148-1140x855.jpg 1140w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">\u8aaa\u660e\u6703\u7d50\u675f\u5f8c\uff0c\u5e2b\u751f\u4e92\u52d5\u555f\u767c\u5b78\u7fd2\u7684\u7cbe\u5f69\u77ac\u9593(\u5de6\u4e8c\uff1a\u5353\u96cd\u7136\u52a9\u7406\u6559\u6388)<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcc5\u00a0 \u6642\u9593\uff1a 2025\/05\/07 (\u4e09) 12:10 ~ 13:00 \ud83c\udfe0\u00a0 \u5730\u9ede\uff1a \u7ba1\u7406\u5b78\u9662 3051 \u6559\u5ba4 \ud83d\udc68\u00a0 \u4e3b\u6301\u4eba\uff1a \u8cc7\u7ba1\u7cfb \u5eb7\u85dd\u6643 \u526f\u6559\u6388 \ud83d\udc49\u00a0 \u5831\u540d\u7db2\u5740\uff1a https:\/\/forms.gle\/chWfoEfpEPHzt4Gt6 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Hadoop\u63d0\u4f9b\u53ef\u9760\u7684\u5206\u6563\u5f0f\u5132\u5b58\u8207\u6279\u6b21\u8655\u7406\u529f\u80fd\uff0c\u80fd\u8655\u7406\u8d85\u904e\u55ae\u4e00\u96fb\u8166\u6216\u4f3a\u670d\u5668\u5bb9\u91cf\u7684\u5927\u578b\u8cc7\u6599\u96c6\uff0c\u5f77\u5f7f\u4e00\u5ea7\u5354\u540c\u904b\u4f5c\u7684\u8cc7\u6599\u5009\u5132\u4e2d\u5fc3\uff0c\u800cSpark\u5247\u900f\u904e\u8a18\u61b6\u9ad4\u5167\u904b\u7b97\u6a5f\u5236\uff0c\u5927\u5e45\u6e1b\u5c11\u78c1\u789f\u8b80\u5beb\u6642\u9593\uff0c\u8b93\u8cc7\u6599\u8655\u7406\u7684\u901f\u5ea6\u5be6\u73fe\u6578\u5341\u500d\u63d0\u5347\uff0c\u7279\u5225\u9069\u5408\u9700\u8981\u5feb\u901f\u53cd\u8986\u904b\u7b97\u7684\u61c9\u7528\u5834\u666f\u3002 Kubeflow\u5247\u9032\u4e00\u6b65\u6eff\u8db3\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u8005\u7684\u9700\u6c42\uff0c\u900f\u904e\u7db2\u9801\u4ecb\u9762\u5373\u53ef\u5feb\u901f\u5efa\u7f6e\u53ef\u57f7\u884c\u7684 Notebook\u74b0\u5883\uff0c\u4e0d\u9700\u81ea\u884c\u90e8\u7f72\u958b\u767c\u74b0\u5883\u8207\u5957\u4ef6\uff0c\u4e26\u652f\u63f4GPU\u8cc7\u6e90\u914d\u7f6e\uff0c\u4f60\u53ef\u4ee5\u4f9d\u9700\u6c42\u9078\u64c7\u719f\u6089\u7684\u958b\u767c\u5de5\u5177\uff0c\u5982 JupyterHub\u3001RStudio \u6216 CodeServer\uff0c\u4e26\u5f48\u6027\u8abf\u6574\u6240\u9700\u7684 CPU\u3001RAM\u8207\u5132\u5b58\u7a7a\u9593\uff0c\u6574\u500b\u6d41\u7a0b\u5982\u540c\u958b\u555f\u4e00\u9593\u96f2\u7aef\u5de5\u4f5c\u5ba4\uff0c\u8b93\u958b\u767c\u8207\u8a13\u7df4\u5de5\u4f5c\u5728\u540c\u4e00\u5e73\u53f0\u4e0a\u9032\u884c\u3002 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