\u8ba1\u7b97\u673a\u89c6\u89c9\u53ca\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u9879\u76ee\u5b9e\u6218<\/h3><\/div><\/div><\/div>
\n2021\u5e747\u670826\u65e5-8\u67081\u65e5\uff0c\u9752\u6d77\u897f\u5b81<\/h5><\/div><\/div><\/div>
\n<\/span><\/span><\/div><\/p><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div><\/div><\/div>\n\u8bfe\u7a0b\u7b80\u4ecb<\/h2>\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\u8bfe\u7a0b\u901a\u4fd7\u8bb2\u89e3\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7ecf\u5178\u7b97\u6cd5\u53ca\u5176\u6848\u4f8b\u5e94\u7528\uff0c\u4ee5\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e3a\u6838\u5fc3\u6a21\u578b\uff0c\u4e3b\u8981\u5185\u5bb9\u6d89\u53ca\u795e\u7ecf\u7f51\u7edc\u4e0e\u673a\u5668\u5b66\u4e60\u57fa\u7840\uff0c\u56fe\u50cf\u5206\u7c7b\uff0c\u56fe\u50cf\u589e\u5f3a\uff0c\u7269\u4f53\u68c0\u6d4b\uff0c\u56fe\u50cf\u5206\u5272\uff0c\u5bf9\u6297\u751f\u6210\u7f51\u7edc\uff0c\u77e5\u8bc6\u56fe\u8c31\u7b49\u4e3b\u6d41\u5e94\u7528\u9886\u57df\u3002\u5b9e\u6218\u9879\u76ee\u5168\u90e8\u9009\u81ea\u771f\u5b9e\u6570\u636e\u96c6\uff0c\u57fa\u4e8ePyTorch\u6846\u67b6\u5c55\u5f00\u5b9e\u6218\u3002<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u901a\u4fd7\u6613\u61c2\uff0c\u6700\u63a5\u5730\u6c14\u7684\u7b97\u6cd5\u4e0e\u5e94\u7528\u9879\u76ee\u8bb2\u89e3<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5168\u7a0b\u5b9e\u6218\uff0c\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u96c6\u4e0e\u5b9e\u9645\u4efb\u52a1\u9700\u6c42<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5404\u9886\u57df\u9879\u76ee\u914d\u5957\u6a21\u677f\u4e0e\u6570\u636e\u6e90\u7801\u5168\u90e8\u8d60\u9001<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u8bfe\u7a0b\u5927\u7eb2<\/h2>\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\n\n\n\u8bfe\u7a0b\u6a21\u5757<\/b><\/strong><\/td>\n\u8bfe\u7a0b\u5185\u5bb9<\/b><\/strong><\/td>\n<\/tr>\n\n1\u3001\u7ebf\u6027\u56de\u5f52\u4e0e\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/strong><\/p>\n\u00a0<\/strong><\/td>\n\u673a\u5668\u5b66\u4e60\u4e0e\u4eba\u5de5\u667a\u80fd\u6982\u8ff0<\/p>\n\u673a\u5668\u5b66\u4e60\u6838\u5fc3\u77e5\u8bc6\u70b9\u4e0e\u5b66\u4e60\u8def\u7ebf\u56fe<\/p>\n
\u7ebf\u6027\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\n
\u76ee\u6807\u4e0e\u635f\u5931\u51fd\u6570\u5b9a\u4e49<\/p>\n
\u4f18\u5316\u7b56\u7565\u5206\u6790<\/p>\n
\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u539f\u7406\u5206\u6790<\/p>\n
\u6848\u4f8b\uff1a\u591a\u9879\u5f0f\u7ebf\u6027\u56de\u5f52\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n2\u3001\u903b\u8f91\u56de\u5f52\u7b97\u6cd5<\/strong><\/td>\n\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\nNotebook\u5de5\u5177\u4f7f\u7528<\/p>\n
\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u6d41\u7a0b<\/td>\n<\/tr>\n
\n3\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u4ea4\u6613\u8bb0\u5f55\u6570\u636e\u5efa\u6a21\u5b9e\u4f8b<\/strong><\/td>\n\u6837\u672c\u4e0d\u5747\u8861\u6570\u636e\u89e3\u51b3\u65b9\u6848<\/p>\n\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u5bf9\u6bd4<\/p>\n
\u6b63\u5219\u5316\u60e9\u7f5a\u9879\u7684\u4f5c\u7528<\/p>\n
\u8fc7\u62df\u5408\u95ee\u9898\u89e3\u51b3\u65b9\u6848<\/p>\n
\u53c2\u6570\u5bf9\u6a21\u578b\u7ed3\u679c\u7684\u5f71\u54cd<\/p>\n
\u4ea4\u53c9\u9a8c\u8bc1\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u6d4b\u8bd5\u7ed3\u679c\u5206\u6790<\/p>\n
SMOTE\u8fc7\u91c7\u6837\u6548\u679c<\/td>\n<\/tr>\n
\n4\u3001\u6df1\u5ea6\u5b66\u4e60-\u795e\u7ecf\u7f51\u7edc\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u57fa\u7840\u77e5\u8bc6\u70b9\u6982\u8ff0<\/p>\n\u524d\u5411\u4f20\u64ad\u4e0e\u8fd4\u5411\u4f20\u64ad<\/p>\n
\u6574\u4f53\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u5206\u6790<\/p>\n
\u8fc7\u62df\u5408\u89e3\u51b3\u65b9\u6848<\/p>\n
\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b\u5206\u6790<\/td>\n<\/tr>\n
\n5\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6P<\/strong>yTorch<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5b89\u88c5\u4e0e\u6d4b\u8bd5<\/p>\nPyTorch\u57fa\u672c\u64cd\u4f5c\u89e3\u8bfb<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/p>\n
\u5b8c\u6210\u5206\u7c7b\u4e0e\u56de\u5f52\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n
\n6\u3001\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u57fa\u4e8ePyTorch\u6846\u67b6\u6784\u5efa\u6c14\u6e29\u9884\u6d4b\u6a21\u578b<\/p>\n\u6a21\u578b\u8bc4\u4f30\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n7\u3001\u8ba1\u7b97\u673a\u89c6\u89c9-\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong><\/td>\n\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u77e5\u8bc6\u70b9<\/p>\n\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6240\u6d89\u53ca\u53c2\u6570<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u7ecf\u5178\u7f51\u7edc\u6a21\u578b\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n8\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7ecf\u5178\u67b6\u6784\u89e3\u8bfb<\/strong><\/td>\nResnet\u6a21\u578b\u89e3\u8bfb<\/p>\nEfficientnet\u67b6\u6784\u89e3\u8bfb<\/p>\n
\u6ce8\u610f\u529b\u673a\u5236\u7b49\u6a21\u5757\u5206\u6790<\/td>\n<\/tr>\n
\n9\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u8bc6\u522b\u6a21\u578b\u5b9e\u6218<\/strong><\/td>\n\u6570\u636e\u9884\u5904\u7406\u4e0e\u6570\u636e\u589e\u5f3a<\/p>\n\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u8bad\u7ec3\u7b56\u7565\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/p>\n
\u82b1\u6735\u5206\u7c7b\u6a21\u578b\u5b9e\u6218<\/td>\n<\/tr>\n
\n10\u3001\u56fe\u50cf\u5206\u5272\u7ecf\u5178\u7b97\u6cd5\u89e3\u8bfb<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nUnet\u56fe\u50cf\u5206\u5272\u7b97\u6cd5<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u67b6\u6784\u89e3\u8bfb<\/p>\n
Deeplab\u7cfb\u5217\u7b97\u6cd5\u5206\u6790<\/p>\n
\u5206\u5272\u7b97\u6cd5\u6a21\u578b\u6784\u9020\u5206\u6790<\/td>\n<\/tr>\n
\n11\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/p>\n12\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u5bf9\u6297\u751f\u6210\u7f51\u7edc<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u89e3\u8bfb<\/p>\nUnet\u7f51\u7edc\u67b6\u6784\u89e3\u8bfb<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u7ec6\u8282\u5206\u6790<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u56fe\u50cf\u5206\u5272\u6a21\u578b<\/p>\n
GAN\u6a21\u578b\u5e94\u7528\u9886\u57df\u53ca\u5176\u6838\u5fc3\u67b6\u6784\u5206\u6790<\/p>\n
\u5404\u5927GAN\u6a21\u578b\u7b97\u6cd5\u89e3\u8bfb\u53ca\u5176\u9879\u76ee\u5e94\u7528<\/td>\n<\/tr>\n
\n13\u3001\u7269\u4f53\u68c0\u6d4b\u7ecf\u5178\u7b97\u6cd5<\/strong><\/td>\n\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nYOLO\u7cfb\u5217\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u89e3\u8bfb<\/p>\n
YOLO\u6570\u636e\u5904\u7406\u4e0e\u7f51\u7edc\u6a21\u578b\u6784\u5efa<\/p>\n
V5\u7248\u672c\u5de5\u7a0b\u67b6\u6784\u89e3\u8bfb<\/p>\n
Efficient\u7f51\u7edc\u6a21\u578b\u89e3\u8bfb<\/p>\n
EfficientDet\u68c0\u6d4b\u6846\u67b6\u5206\u6790<\/p>\n
\u7f3a\u9677\u68c0\u6d4b\u6784\u5efa\u65b9\u6cd5\u4e0e\u5e94\u7528<\/td>\n<\/tr>\n
\n14\u3001YOLOV5\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/td>\n\u6e90\u7801\u67b6\u6784\u5206\u6790<\/p>\n\u6570\u636e\u96c6\u5904\u7406\u4e0e\u6807\u7b7e\u5236\u4f5c<\/p>\n
\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5<\/p>\n
\u8bad\u7ec3\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u6a21\u578b<\/p>\n
\u5e94\u7528\u4e0e\u9884\u6d4b\u5206\u6790<\/td>\n<\/tr>\n
\n15\u3001\u6df1\u5ea6\u5b66\u4e60\u901a\u7528\u6846\u67b6\u53ca\u5176\u6e90\u7801\u5e94\u7528\u89e3\u8bfb<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u5404\u9886\u57df\u5e94\u7528\u6a21\u677f\u5206\u6790<\/p>\nCV\u5404\u5927\u9879\u76ee\u6784\u5efa\u6d41\u7a0b<\/p>\n
\u5e38\u7528\u5de5\u5177\u5206\u6790\u4e0e\u8def\u7ebf\u6574\u7406<\/p>\n
\u8bba\u6587\u7684\u4ef7\u503c\u4e0e\u4f5c\u7528\u3001\u603b\u7ed3\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n16\u3001\u77e5\u8bc6\u56fe\u8c31\u5e94\u7528\u4e0e\u6838\u5fc3\u77e5\u8bc6\u70b9<\/strong><\/td>\n\u77e5\u8bc6\u56fe\u8c31\u5728\u5404\u9886\u57df\u5e94\u7528\u5206\u6790<\/p>\n\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u65b9\u6cd5\u53ca\u5176\u6838\u5fc3\u77e5\u8bc6\u70b9<\/p>\n
NLP\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4f5c\u7528\u7684\u5730\u4f4d<\/p>\n
\u56fe\u6a21\u578b\u6570\u636e\u5e93\u53ca\u5176\u4f7f\u7528\u65b9\u6cd5<\/p>\n
Neo4j\u6570\u636e\u5e93\u4ecb\u7ecd<\/p>\n
\u77e5\u8bc6\u56fe\u8c31\u6240\u9700\u6570\u636e\u4e0e\u9879\u76ee\u6d41\u7a0b\u89e3\u8bfb<\/td>\n<\/tr>\n
\n17\u3001\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u8350\u7cfb\u7edf\u5b9e\u6218<\/strong><\/td>\n\u533b\u836f\u6216\u7535\u5f71\u6570\u636e\u96c6\u5904\u7406\u65b9\u6cd5<\/p>\n\u6587\u672c\u89e3\u6790\u5b9e\u4f8b<\/p>\n
\u5b9e\u4f53\u6784\u9020\u4e0e\u56fe\u6a21\u578b\u5b58\u50a8<\/p>\n
\u57fa\u4e8eNeo4j\u6253\u9020\u77e5\u8bc6\u56fe\u8c31\u6a21\u578b<\/p>\n
\u6784\u5efa\u63a8\u8350\u5f15\u64ce\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u6848\u4f8b\u5b9e\u9a8c\u5c55\u793a<\/h2>\u8d60\u9001\u8bfe\u4ef6\u3001\u4ee3\u7801\u3001\u6570\u636e\u3001\u914d\u5957\u5b9e\u8df5\u624b\u518c<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\u6df1\u5ea6\u5b66\u4e60-\u7269\u4f53\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section>
\n<\/p>\n<\/div><\/section><\/p><\/div>
<\/p>\n<\/div><\/section>
\n<\/p>\n<\/div><\/section><\/p><\/div>
<\/span><\/span><\/div>\n\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/span><\/span><\/div>\n\u77e5\u8bc6\u56fe\u8c31\u5b9e\u6218<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/span><\/span><\/div>\n\u5bf9\u6297\u751f\u6210\u7f51\u7edc\u5b9e\u6218\u7cfb\u5217<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u5b9e\u529b\u4e13\u5bb6\u4e3b\u8bb2<\/h2>\u5b9e\u529b\u6d3e\u8bb2\u5e08<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n<\/p>\n
\u5510\u5b87\u8fea<\/strong><\/h3>\n\u540c\u6d4e\u5927\u5b66\u7855\u58eb\uff0c\u534e\u4e1c\u7406\u5de5\u535a\u58eb\u3002\u8457\u6709\u300a\u8ddf\u7740\u8fea\u54e5\u5b66Python\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u300b\u3001\u300a\u4eba\u5de5\u667a\u80fd\u5fc5\u5907\u6570\u5b66\u57fa\u7840\u300b\u3002<\/p>\n
\u8bfe\u7a0b\u65b9\u5411\uff1aPython\uff0c\u6570\u636e\u5206\u6790\uff0c\u6570\u636e\u6316\u6398\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u6df1\u5ea6\u5b66\u4e60\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u8bed\u97f3\u8bc6\u522b\u7b49\u5168\u9762\u8986\u76d6\u5f53\u4e0bAi\u4e3b\u6d41\u9886\u57df\u3002\u7ebf\u4e0a\u8bfe\u7a0b\u9009\u8bfe\u5b66\u5458\u8d8550W\uff0c\u7d2f\u8ba1\u5f00\u5c55\u7ebf\u4e0b\u57f9\u8bad100\u4f59\u573a\uff0c\u7ebf\u4e0a\u76f4\u64ad500\u4f59\u573a\u3002\u4e2d\u56fd\u7535\u4fe1\uff0c\u79fb\u52a8\uff0c\u8054\u901a\u7279\u8058\u4f01\u4e1a\u4eba\u624d\u8f6c\u578b\u57f9\u8bad\u5bfc\u5e08\uff0c\u4e2d\u56fd\u94f6\u884c\uff0c\u4e2d\u4fe1\u96c6\u56e2\uff0c\u65b0\u80fd\u6e90\u79d1\u6280\uff0c\u4e0a\u6c7d\u5927\u4f17\u7b49\u516c\u53f8\u7279\u8058\u4f01\u4e1a\u8bfe\u9898\u8054\u5408\u57f9\u517b\u5bfc\u5e08\u3002<\/p>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>\n\u9881\u53d1\u6743\u5a01\u8bc1\u4e66<\/h2>
\n
2021\u5e747\u670826\u65e5-8\u67081\u65e5\uff0c\u9752\u6d77\u897f\u5b81<\/h5><\/div><\/div><\/div>
\n<\/span><\/span><\/div><\/p><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div><\/div><\/div>\n\u8bfe\u7a0b\u7b80\u4ecb<\/h2>\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\u8bfe\u7a0b\u901a\u4fd7\u8bb2\u89e3\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7ecf\u5178\u7b97\u6cd5\u53ca\u5176\u6848\u4f8b\u5e94\u7528\uff0c\u4ee5\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e3a\u6838\u5fc3\u6a21\u578b\uff0c\u4e3b\u8981\u5185\u5bb9\u6d89\u53ca\u795e\u7ecf\u7f51\u7edc\u4e0e\u673a\u5668\u5b66\u4e60\u57fa\u7840\uff0c\u56fe\u50cf\u5206\u7c7b\uff0c\u56fe\u50cf\u589e\u5f3a\uff0c\u7269\u4f53\u68c0\u6d4b\uff0c\u56fe\u50cf\u5206\u5272\uff0c\u5bf9\u6297\u751f\u6210\u7f51\u7edc\uff0c\u77e5\u8bc6\u56fe\u8c31\u7b49\u4e3b\u6d41\u5e94\u7528\u9886\u57df\u3002\u5b9e\u6218\u9879\u76ee\u5168\u90e8\u9009\u81ea\u771f\u5b9e\u6570\u636e\u96c6\uff0c\u57fa\u4e8ePyTorch\u6846\u67b6\u5c55\u5f00\u5b9e\u6218\u3002<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u901a\u4fd7\u6613\u61c2\uff0c\u6700\u63a5\u5730\u6c14\u7684\u7b97\u6cd5\u4e0e\u5e94\u7528\u9879\u76ee\u8bb2\u89e3<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5168\u7a0b\u5b9e\u6218\uff0c\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u96c6\u4e0e\u5b9e\u9645\u4efb\u52a1\u9700\u6c42<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5404\u9886\u57df\u9879\u76ee\u914d\u5957\u6a21\u677f\u4e0e\u6570\u636e\u6e90\u7801\u5168\u90e8\u8d60\u9001<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u8bfe\u7a0b\u5927\u7eb2<\/h2>\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\n\n\n\u8bfe\u7a0b\u6a21\u5757<\/b><\/strong><\/td>\n\u8bfe\u7a0b\u5185\u5bb9<\/b><\/strong><\/td>\n<\/tr>\n\n1\u3001\u7ebf\u6027\u56de\u5f52\u4e0e\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/strong><\/p>\n\u00a0<\/strong><\/td>\n\u673a\u5668\u5b66\u4e60\u4e0e\u4eba\u5de5\u667a\u80fd\u6982\u8ff0<\/p>\n\u673a\u5668\u5b66\u4e60\u6838\u5fc3\u77e5\u8bc6\u70b9\u4e0e\u5b66\u4e60\u8def\u7ebf\u56fe<\/p>\n
\u7ebf\u6027\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\n
\u76ee\u6807\u4e0e\u635f\u5931\u51fd\u6570\u5b9a\u4e49<\/p>\n
\u4f18\u5316\u7b56\u7565\u5206\u6790<\/p>\n
\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u539f\u7406\u5206\u6790<\/p>\n
\u6848\u4f8b\uff1a\u591a\u9879\u5f0f\u7ebf\u6027\u56de\u5f52\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n2\u3001\u903b\u8f91\u56de\u5f52\u7b97\u6cd5<\/strong><\/td>\n\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\nNotebook\u5de5\u5177\u4f7f\u7528<\/p>\n
\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u6d41\u7a0b<\/td>\n<\/tr>\n
\n3\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u4ea4\u6613\u8bb0\u5f55\u6570\u636e\u5efa\u6a21\u5b9e\u4f8b<\/strong><\/td>\n\u6837\u672c\u4e0d\u5747\u8861\u6570\u636e\u89e3\u51b3\u65b9\u6848<\/p>\n\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u5bf9\u6bd4<\/p>\n
\u6b63\u5219\u5316\u60e9\u7f5a\u9879\u7684\u4f5c\u7528<\/p>\n
\u8fc7\u62df\u5408\u95ee\u9898\u89e3\u51b3\u65b9\u6848<\/p>\n
\u53c2\u6570\u5bf9\u6a21\u578b\u7ed3\u679c\u7684\u5f71\u54cd<\/p>\n
\u4ea4\u53c9\u9a8c\u8bc1\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u6d4b\u8bd5\u7ed3\u679c\u5206\u6790<\/p>\n
SMOTE\u8fc7\u91c7\u6837\u6548\u679c<\/td>\n<\/tr>\n
\n4\u3001\u6df1\u5ea6\u5b66\u4e60-\u795e\u7ecf\u7f51\u7edc\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u57fa\u7840\u77e5\u8bc6\u70b9\u6982\u8ff0<\/p>\n\u524d\u5411\u4f20\u64ad\u4e0e\u8fd4\u5411\u4f20\u64ad<\/p>\n
\u6574\u4f53\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u5206\u6790<\/p>\n
\u8fc7\u62df\u5408\u89e3\u51b3\u65b9\u6848<\/p>\n
\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b\u5206\u6790<\/td>\n<\/tr>\n
\n5\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6P<\/strong>yTorch<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5b89\u88c5\u4e0e\u6d4b\u8bd5<\/p>\nPyTorch\u57fa\u672c\u64cd\u4f5c\u89e3\u8bfb<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/p>\n
\u5b8c\u6210\u5206\u7c7b\u4e0e\u56de\u5f52\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n
\n6\u3001\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u57fa\u4e8ePyTorch\u6846\u67b6\u6784\u5efa\u6c14\u6e29\u9884\u6d4b\u6a21\u578b<\/p>\n\u6a21\u578b\u8bc4\u4f30\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n7\u3001\u8ba1\u7b97\u673a\u89c6\u89c9-\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong><\/td>\n\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u77e5\u8bc6\u70b9<\/p>\n\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6240\u6d89\u53ca\u53c2\u6570<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u7ecf\u5178\u7f51\u7edc\u6a21\u578b\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n8\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7ecf\u5178\u67b6\u6784\u89e3\u8bfb<\/strong><\/td>\nResnet\u6a21\u578b\u89e3\u8bfb<\/p>\nEfficientnet\u67b6\u6784\u89e3\u8bfb<\/p>\n
\u6ce8\u610f\u529b\u673a\u5236\u7b49\u6a21\u5757\u5206\u6790<\/td>\n<\/tr>\n
\n9\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u8bc6\u522b\u6a21\u578b\u5b9e\u6218<\/strong><\/td>\n\u6570\u636e\u9884\u5904\u7406\u4e0e\u6570\u636e\u589e\u5f3a<\/p>\n\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u8bad\u7ec3\u7b56\u7565\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/p>\n
\u82b1\u6735\u5206\u7c7b\u6a21\u578b\u5b9e\u6218<\/td>\n<\/tr>\n
\n10\u3001\u56fe\u50cf\u5206\u5272\u7ecf\u5178\u7b97\u6cd5\u89e3\u8bfb<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nUnet\u56fe\u50cf\u5206\u5272\u7b97\u6cd5<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u67b6\u6784\u89e3\u8bfb<\/p>\n
Deeplab\u7cfb\u5217\u7b97\u6cd5\u5206\u6790<\/p>\n
\u5206\u5272\u7b97\u6cd5\u6a21\u578b\u6784\u9020\u5206\u6790<\/td>\n<\/tr>\n
\n11\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/p>\n12\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u5bf9\u6297\u751f\u6210\u7f51\u7edc<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u89e3\u8bfb<\/p>\nUnet\u7f51\u7edc\u67b6\u6784\u89e3\u8bfb<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u7ec6\u8282\u5206\u6790<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u56fe\u50cf\u5206\u5272\u6a21\u578b<\/p>\n
GAN\u6a21\u578b\u5e94\u7528\u9886\u57df\u53ca\u5176\u6838\u5fc3\u67b6\u6784\u5206\u6790<\/p>\n
\u5404\u5927GAN\u6a21\u578b\u7b97\u6cd5\u89e3\u8bfb\u53ca\u5176\u9879\u76ee\u5e94\u7528<\/td>\n<\/tr>\n
\n13\u3001\u7269\u4f53\u68c0\u6d4b\u7ecf\u5178\u7b97\u6cd5<\/strong><\/td>\n\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nYOLO\u7cfb\u5217\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u89e3\u8bfb<\/p>\n
YOLO\u6570\u636e\u5904\u7406\u4e0e\u7f51\u7edc\u6a21\u578b\u6784\u5efa<\/p>\n
V5\u7248\u672c\u5de5\u7a0b\u67b6\u6784\u89e3\u8bfb<\/p>\n
Efficient\u7f51\u7edc\u6a21\u578b\u89e3\u8bfb<\/p>\n
EfficientDet\u68c0\u6d4b\u6846\u67b6\u5206\u6790<\/p>\n
\u7f3a\u9677\u68c0\u6d4b\u6784\u5efa\u65b9\u6cd5\u4e0e\u5e94\u7528<\/td>\n<\/tr>\n
\n14\u3001YOLOV5\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/td>\n\u6e90\u7801\u67b6\u6784\u5206\u6790<\/p>\n\u6570\u636e\u96c6\u5904\u7406\u4e0e\u6807\u7b7e\u5236\u4f5c<\/p>\n
\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5<\/p>\n
\u8bad\u7ec3\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u6a21\u578b<\/p>\n
\u5e94\u7528\u4e0e\u9884\u6d4b\u5206\u6790<\/td>\n<\/tr>\n
\n15\u3001\u6df1\u5ea6\u5b66\u4e60\u901a\u7528\u6846\u67b6\u53ca\u5176\u6e90\u7801\u5e94\u7528\u89e3\u8bfb<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u5404\u9886\u57df\u5e94\u7528\u6a21\u677f\u5206\u6790<\/p>\nCV\u5404\u5927\u9879\u76ee\u6784\u5efa\u6d41\u7a0b<\/p>\n
\u5e38\u7528\u5de5\u5177\u5206\u6790\u4e0e\u8def\u7ebf\u6574\u7406<\/p>\n
\u8bba\u6587\u7684\u4ef7\u503c\u4e0e\u4f5c\u7528\u3001\u603b\u7ed3\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n16\u3001\u77e5\u8bc6\u56fe\u8c31\u5e94\u7528\u4e0e\u6838\u5fc3\u77e5\u8bc6\u70b9<\/strong><\/td>\n\u77e5\u8bc6\u56fe\u8c31\u5728\u5404\u9886\u57df\u5e94\u7528\u5206\u6790<\/p>\n\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u65b9\u6cd5\u53ca\u5176\u6838\u5fc3\u77e5\u8bc6\u70b9<\/p>\n
NLP\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4f5c\u7528\u7684\u5730\u4f4d<\/p>\n
\u56fe\u6a21\u578b\u6570\u636e\u5e93\u53ca\u5176\u4f7f\u7528\u65b9\u6cd5<\/p>\n
Neo4j\u6570\u636e\u5e93\u4ecb\u7ecd<\/p>\n
\u77e5\u8bc6\u56fe\u8c31\u6240\u9700\u6570\u636e\u4e0e\u9879\u76ee\u6d41\u7a0b\u89e3\u8bfb<\/td>\n<\/tr>\n
\n17\u3001\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u8350\u7cfb\u7edf\u5b9e\u6218<\/strong><\/td>\n\u533b\u836f\u6216\u7535\u5f71\u6570\u636e\u96c6\u5904\u7406\u65b9\u6cd5<\/p>\n\u6587\u672c\u89e3\u6790\u5b9e\u4f8b<\/p>\n
\u5b9e\u4f53\u6784\u9020\u4e0e\u56fe\u6a21\u578b\u5b58\u50a8<\/p>\n
\u57fa\u4e8eNeo4j\u6253\u9020\u77e5\u8bc6\u56fe\u8c31\u6a21\u578b<\/p>\n
\u6784\u5efa\u63a8\u8350\u5f15\u64ce\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u6848\u4f8b\u5b9e\u9a8c\u5c55\u793a<\/h2>\u8d60\u9001\u8bfe\u4ef6\u3001\u4ee3\u7801\u3001\u6570\u636e\u3001\u914d\u5957\u5b9e\u8df5\u624b\u518c<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\u6df1\u5ea6\u5b66\u4e60-\u7269\u4f53\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section>
\n<\/p>\n<\/div><\/section><\/p><\/div>
<\/p>\n<\/div><\/section>
\n<\/p>\n<\/div><\/section><\/p><\/div>
<\/span><\/span><\/div>\n\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/span><\/span><\/div>\n\u77e5\u8bc6\u56fe\u8c31\u5b9e\u6218<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/span><\/span><\/div>\n\u5bf9\u6297\u751f\u6210\u7f51\u7edc\u5b9e\u6218\u7cfb\u5217<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u5b9e\u529b\u4e13\u5bb6\u4e3b\u8bb2<\/h2>\u5b9e\u529b\u6d3e\u8bb2\u5e08<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n<\/p>\n
\u5510\u5b87\u8fea<\/strong><\/h3>\n\u540c\u6d4e\u5927\u5b66\u7855\u58eb\uff0c\u534e\u4e1c\u7406\u5de5\u535a\u58eb\u3002\u8457\u6709\u300a\u8ddf\u7740\u8fea\u54e5\u5b66Python\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u300b\u3001\u300a\u4eba\u5de5\u667a\u80fd\u5fc5\u5907\u6570\u5b66\u57fa\u7840\u300b\u3002<\/p>\n
\u8bfe\u7a0b\u65b9\u5411\uff1aPython\uff0c\u6570\u636e\u5206\u6790\uff0c\u6570\u636e\u6316\u6398\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u6df1\u5ea6\u5b66\u4e60\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u8bed\u97f3\u8bc6\u522b\u7b49\u5168\u9762\u8986\u76d6\u5f53\u4e0bAi\u4e3b\u6d41\u9886\u57df\u3002\u7ebf\u4e0a\u8bfe\u7a0b\u9009\u8bfe\u5b66\u5458\u8d8550W\uff0c\u7d2f\u8ba1\u5f00\u5c55\u7ebf\u4e0b\u57f9\u8bad100\u4f59\u573a\uff0c\u7ebf\u4e0a\u76f4\u64ad500\u4f59\u573a\u3002\u4e2d\u56fd\u7535\u4fe1\uff0c\u79fb\u52a8\uff0c\u8054\u901a\u7279\u8058\u4f01\u4e1a\u4eba\u624d\u8f6c\u578b\u57f9\u8bad\u5bfc\u5e08\uff0c\u4e2d\u56fd\u94f6\u884c\uff0c\u4e2d\u4fe1\u96c6\u56e2\uff0c\u65b0\u80fd\u6e90\u79d1\u6280\uff0c\u4e0a\u6c7d\u5927\u4f17\u7b49\u516c\u53f8\u7279\u8058\u4f01\u4e1a\u8bfe\u9898\u8054\u5408\u57f9\u517b\u5bfc\u5e08\u3002<\/p>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>\n\u9881\u53d1\u6743\u5a01\u8bc1\u4e66<\/h2>
\n
\u8bfe\u7a0b\u7b80\u4ecb<\/h2>\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\u8bfe\u7a0b\u901a\u4fd7\u8bb2\u89e3\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7ecf\u5178\u7b97\u6cd5\u53ca\u5176\u6848\u4f8b\u5e94\u7528\uff0c\u4ee5\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e3a\u6838\u5fc3\u6a21\u578b\uff0c\u4e3b\u8981\u5185\u5bb9\u6d89\u53ca\u795e\u7ecf\u7f51\u7edc\u4e0e\u673a\u5668\u5b66\u4e60\u57fa\u7840\uff0c\u56fe\u50cf\u5206\u7c7b\uff0c\u56fe\u50cf\u589e\u5f3a\uff0c\u7269\u4f53\u68c0\u6d4b\uff0c\u56fe\u50cf\u5206\u5272\uff0c\u5bf9\u6297\u751f\u6210\u7f51\u7edc\uff0c\u77e5\u8bc6\u56fe\u8c31\u7b49\u4e3b\u6d41\u5e94\u7528\u9886\u57df\u3002\u5b9e\u6218\u9879\u76ee\u5168\u90e8\u9009\u81ea\u771f\u5b9e\u6570\u636e\u96c6\uff0c\u57fa\u4e8ePyTorch\u6846\u67b6\u5c55\u5f00\u5b9e\u6218\u3002<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u901a\u4fd7\u6613\u61c2\uff0c\u6700\u63a5\u5730\u6c14\u7684\u7b97\u6cd5\u4e0e\u5e94\u7528\u9879\u76ee\u8bb2\u89e3<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5168\u7a0b\u5b9e\u6218\uff0c\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u96c6\u4e0e\u5b9e\u9645\u4efb\u52a1\u9700\u6c42<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5404\u9886\u57df\u9879\u76ee\u914d\u5957\u6a21\u677f\u4e0e\u6570\u636e\u6e90\u7801\u5168\u90e8\u8d60\u9001<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u8bfe\u7a0b\u5927\u7eb2<\/h2>\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\n\n\n\u8bfe\u7a0b\u6a21\u5757<\/b><\/strong><\/td>\n\u8bfe\u7a0b\u5185\u5bb9<\/b><\/strong><\/td>\n<\/tr>\n\n1\u3001\u7ebf\u6027\u56de\u5f52\u4e0e\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/strong><\/p>\n\u00a0<\/strong><\/td>\n\u673a\u5668\u5b66\u4e60\u4e0e\u4eba\u5de5\u667a\u80fd\u6982\u8ff0<\/p>\n\u673a\u5668\u5b66\u4e60\u6838\u5fc3\u77e5\u8bc6\u70b9\u4e0e\u5b66\u4e60\u8def\u7ebf\u56fe<\/p>\n
\u7ebf\u6027\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\n
\u76ee\u6807\u4e0e\u635f\u5931\u51fd\u6570\u5b9a\u4e49<\/p>\n
\u4f18\u5316\u7b56\u7565\u5206\u6790<\/p>\n
\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u539f\u7406\u5206\u6790<\/p>\n
\u6848\u4f8b\uff1a\u591a\u9879\u5f0f\u7ebf\u6027\u56de\u5f52\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n2\u3001\u903b\u8f91\u56de\u5f52\u7b97\u6cd5<\/strong><\/td>\n\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\nNotebook\u5de5\u5177\u4f7f\u7528<\/p>\n
\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u6d41\u7a0b<\/td>\n<\/tr>\n
\n3\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u4ea4\u6613\u8bb0\u5f55\u6570\u636e\u5efa\u6a21\u5b9e\u4f8b<\/strong><\/td>\n\u6837\u672c\u4e0d\u5747\u8861\u6570\u636e\u89e3\u51b3\u65b9\u6848<\/p>\n\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u5bf9\u6bd4<\/p>\n
\u6b63\u5219\u5316\u60e9\u7f5a\u9879\u7684\u4f5c\u7528<\/p>\n
\u8fc7\u62df\u5408\u95ee\u9898\u89e3\u51b3\u65b9\u6848<\/p>\n
\u53c2\u6570\u5bf9\u6a21\u578b\u7ed3\u679c\u7684\u5f71\u54cd<\/p>\n
\u4ea4\u53c9\u9a8c\u8bc1\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u6d4b\u8bd5\u7ed3\u679c\u5206\u6790<\/p>\n
SMOTE\u8fc7\u91c7\u6837\u6548\u679c<\/td>\n<\/tr>\n
\n4\u3001\u6df1\u5ea6\u5b66\u4e60-\u795e\u7ecf\u7f51\u7edc\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u57fa\u7840\u77e5\u8bc6\u70b9\u6982\u8ff0<\/p>\n\u524d\u5411\u4f20\u64ad\u4e0e\u8fd4\u5411\u4f20\u64ad<\/p>\n
\u6574\u4f53\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u5206\u6790<\/p>\n
\u8fc7\u62df\u5408\u89e3\u51b3\u65b9\u6848<\/p>\n
\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b\u5206\u6790<\/td>\n<\/tr>\n
\n5\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6P<\/strong>yTorch<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5b89\u88c5\u4e0e\u6d4b\u8bd5<\/p>\nPyTorch\u57fa\u672c\u64cd\u4f5c\u89e3\u8bfb<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/p>\n
\u5b8c\u6210\u5206\u7c7b\u4e0e\u56de\u5f52\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n
\n6\u3001\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u57fa\u4e8ePyTorch\u6846\u67b6\u6784\u5efa\u6c14\u6e29\u9884\u6d4b\u6a21\u578b<\/p>\n\u6a21\u578b\u8bc4\u4f30\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n7\u3001\u8ba1\u7b97\u673a\u89c6\u89c9-\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong><\/td>\n\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u77e5\u8bc6\u70b9<\/p>\n\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6240\u6d89\u53ca\u53c2\u6570<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u7ecf\u5178\u7f51\u7edc\u6a21\u578b\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n8\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7ecf\u5178\u67b6\u6784\u89e3\u8bfb<\/strong><\/td>\nResnet\u6a21\u578b\u89e3\u8bfb<\/p>\nEfficientnet\u67b6\u6784\u89e3\u8bfb<\/p>\n
\u6ce8\u610f\u529b\u673a\u5236\u7b49\u6a21\u5757\u5206\u6790<\/td>\n<\/tr>\n
\n9\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u8bc6\u522b\u6a21\u578b\u5b9e\u6218<\/strong><\/td>\n\u6570\u636e\u9884\u5904\u7406\u4e0e\u6570\u636e\u589e\u5f3a<\/p>\n\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u8bad\u7ec3\u7b56\u7565\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/p>\n
\u82b1\u6735\u5206\u7c7b\u6a21\u578b\u5b9e\u6218<\/td>\n<\/tr>\n
\n10\u3001\u56fe\u50cf\u5206\u5272\u7ecf\u5178\u7b97\u6cd5\u89e3\u8bfb<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nUnet\u56fe\u50cf\u5206\u5272\u7b97\u6cd5<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u67b6\u6784\u89e3\u8bfb<\/p>\n
Deeplab\u7cfb\u5217\u7b97\u6cd5\u5206\u6790<\/p>\n
\u5206\u5272\u7b97\u6cd5\u6a21\u578b\u6784\u9020\u5206\u6790<\/td>\n<\/tr>\n
\n11\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/p>\n12\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u5bf9\u6297\u751f\u6210\u7f51\u7edc<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u89e3\u8bfb<\/p>\nUnet\u7f51\u7edc\u67b6\u6784\u89e3\u8bfb<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u7ec6\u8282\u5206\u6790<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u56fe\u50cf\u5206\u5272\u6a21\u578b<\/p>\n
GAN\u6a21\u578b\u5e94\u7528\u9886\u57df\u53ca\u5176\u6838\u5fc3\u67b6\u6784\u5206\u6790<\/p>\n
\u5404\u5927GAN\u6a21\u578b\u7b97\u6cd5\u89e3\u8bfb\u53ca\u5176\u9879\u76ee\u5e94\u7528<\/td>\n<\/tr>\n
\n13\u3001\u7269\u4f53\u68c0\u6d4b\u7ecf\u5178\u7b97\u6cd5<\/strong><\/td>\n\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nYOLO\u7cfb\u5217\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u89e3\u8bfb<\/p>\n
YOLO\u6570\u636e\u5904\u7406\u4e0e\u7f51\u7edc\u6a21\u578b\u6784\u5efa<\/p>\n
V5\u7248\u672c\u5de5\u7a0b\u67b6\u6784\u89e3\u8bfb<\/p>\n
Efficient\u7f51\u7edc\u6a21\u578b\u89e3\u8bfb<\/p>\n
EfficientDet\u68c0\u6d4b\u6846\u67b6\u5206\u6790<\/p>\n
\u7f3a\u9677\u68c0\u6d4b\u6784\u5efa\u65b9\u6cd5\u4e0e\u5e94\u7528<\/td>\n<\/tr>\n
\n14\u3001YOLOV5\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/td>\n\u6e90\u7801\u67b6\u6784\u5206\u6790<\/p>\n\u6570\u636e\u96c6\u5904\u7406\u4e0e\u6807\u7b7e\u5236\u4f5c<\/p>\n
\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5<\/p>\n
\u8bad\u7ec3\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u6a21\u578b<\/p>\n
\u5e94\u7528\u4e0e\u9884\u6d4b\u5206\u6790<\/td>\n<\/tr>\n
\n15\u3001\u6df1\u5ea6\u5b66\u4e60\u901a\u7528\u6846\u67b6\u53ca\u5176\u6e90\u7801\u5e94\u7528\u89e3\u8bfb<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u5404\u9886\u57df\u5e94\u7528\u6a21\u677f\u5206\u6790<\/p>\nCV\u5404\u5927\u9879\u76ee\u6784\u5efa\u6d41\u7a0b<\/p>\n
\u5e38\u7528\u5de5\u5177\u5206\u6790\u4e0e\u8def\u7ebf\u6574\u7406<\/p>\n
\u8bba\u6587\u7684\u4ef7\u503c\u4e0e\u4f5c\u7528\u3001\u603b\u7ed3\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n16\u3001\u77e5\u8bc6\u56fe\u8c31\u5e94\u7528\u4e0e\u6838\u5fc3\u77e5\u8bc6\u70b9<\/strong><\/td>\n\u77e5\u8bc6\u56fe\u8c31\u5728\u5404\u9886\u57df\u5e94\u7528\u5206\u6790<\/p>\n\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u65b9\u6cd5\u53ca\u5176\u6838\u5fc3\u77e5\u8bc6\u70b9<\/p>\n
NLP\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4f5c\u7528\u7684\u5730\u4f4d<\/p>\n
\u56fe\u6a21\u578b\u6570\u636e\u5e93\u53ca\u5176\u4f7f\u7528\u65b9\u6cd5<\/p>\n
Neo4j\u6570\u636e\u5e93\u4ecb\u7ecd<\/p>\n
\u77e5\u8bc6\u56fe\u8c31\u6240\u9700\u6570\u636e\u4e0e\u9879\u76ee\u6d41\u7a0b\u89e3\u8bfb<\/td>\n<\/tr>\n
\n17\u3001\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u8350\u7cfb\u7edf\u5b9e\u6218<\/strong><\/td>\n\u533b\u836f\u6216\u7535\u5f71\u6570\u636e\u96c6\u5904\u7406\u65b9\u6cd5<\/p>\n\u6587\u672c\u89e3\u6790\u5b9e\u4f8b<\/p>\n
\u5b9e\u4f53\u6784\u9020\u4e0e\u56fe\u6a21\u578b\u5b58\u50a8<\/p>\n
\u57fa\u4e8eNeo4j\u6253\u9020\u77e5\u8bc6\u56fe\u8c31\u6a21\u578b<\/p>\n
\u6784\u5efa\u63a8\u8350\u5f15\u64ce\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u6848\u4f8b\u5b9e\u9a8c\u5c55\u793a<\/h2>\u8d60\u9001\u8bfe\u4ef6\u3001\u4ee3\u7801\u3001\u6570\u636e\u3001\u914d\u5957\u5b9e\u8df5\u624b\u518c<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\u6df1\u5ea6\u5b66\u4e60-\u7269\u4f53\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section>
\n<\/p>\n<\/div><\/section><\/p><\/div>
<\/p>\n<\/div><\/section>
\n<\/p>\n<\/div><\/section><\/p><\/div>
<\/span><\/span><\/div>\n\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/span><\/span><\/div>\n\u77e5\u8bc6\u56fe\u8c31\u5b9e\u6218<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/span><\/span><\/div>\n\u5bf9\u6297\u751f\u6210\u7f51\u7edc\u5b9e\u6218\u7cfb\u5217<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>
<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div>
\n<\/div><\/div><\/div><\/div><\/div>\n\u5b9e\u529b\u4e13\u5bb6\u4e3b\u8bb2<\/h2>\u5b9e\u529b\u6d3e\u8bb2\u5e08<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n<\/p>\n
\u5510\u5b87\u8fea<\/strong><\/h3>\n\u540c\u6d4e\u5927\u5b66\u7855\u58eb\uff0c\u534e\u4e1c\u7406\u5de5\u535a\u58eb\u3002\u8457\u6709\u300a\u8ddf\u7740\u8fea\u54e5\u5b66Python\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u300b\u3001\u300a\u4eba\u5de5\u667a\u80fd\u5fc5\u5907\u6570\u5b66\u57fa\u7840\u300b\u3002<\/p>\n
\u8bfe\u7a0b\u65b9\u5411\uff1aPython\uff0c\u6570\u636e\u5206\u6790\uff0c\u6570\u636e\u6316\u6398\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u6df1\u5ea6\u5b66\u4e60\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u8bed\u97f3\u8bc6\u522b\u7b49\u5168\u9762\u8986\u76d6\u5f53\u4e0bAi\u4e3b\u6d41\u9886\u57df\u3002\u7ebf\u4e0a\u8bfe\u7a0b\u9009\u8bfe\u5b66\u5458\u8d8550W\uff0c\u7d2f\u8ba1\u5f00\u5c55\u7ebf\u4e0b\u57f9\u8bad100\u4f59\u573a\uff0c\u7ebf\u4e0a\u76f4\u64ad500\u4f59\u573a\u3002\u4e2d\u56fd\u7535\u4fe1\uff0c\u79fb\u52a8\uff0c\u8054\u901a\u7279\u8058\u4f01\u4e1a\u4eba\u624d\u8f6c\u578b\u57f9\u8bad\u5bfc\u5e08\uff0c\u4e2d\u56fd\u94f6\u884c\uff0c\u4e2d\u4fe1\u96c6\u56e2\uff0c\u65b0\u80fd\u6e90\u79d1\u6280\uff0c\u4e0a\u6c7d\u5927\u4f17\u7b49\u516c\u53f8\u7279\u8058\u4f01\u4e1a\u8bfe\u9898\u8054\u5408\u57f9\u517b\u5bfc\u5e08\u3002<\/p>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>\n\u9881\u53d1\u6743\u5a01\u8bc1\u4e66<\/h2>
\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
\u8bfe\u7a0b\u901a\u4fd7\u8bb2\u89e3\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7ecf\u5178\u7b97\u6cd5\u53ca\u5176\u6848\u4f8b\u5e94\u7528\uff0c\u4ee5\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e3a\u6838\u5fc3\u6a21\u578b\uff0c\u4e3b\u8981\u5185\u5bb9\u6d89\u53ca\u795e\u7ecf\u7f51\u7edc\u4e0e\u673a\u5668\u5b66\u4e60\u57fa\u7840\uff0c\u56fe\u50cf\u5206\u7c7b\uff0c\u56fe\u50cf\u589e\u5f3a\uff0c\u7269\u4f53\u68c0\u6d4b\uff0c\u56fe\u50cf\u5206\u5272\uff0c\u5bf9\u6297\u751f\u6210\u7f51\u7edc\uff0c\u77e5\u8bc6\u56fe\u8c31\u7b49\u4e3b\u6d41\u5e94\u7528\u9886\u57df\u3002\u5b9e\u6218\u9879\u76ee\u5168\u90e8\u9009\u81ea\u771f\u5b9e\u6570\u636e\u96c6\uff0c\u57fa\u4e8ePyTorch\u6846\u67b6\u5c55\u5f00\u5b9e\u6218\u3002<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u901a\u4fd7\u6613\u61c2\uff0c\u6700\u63a5\u5730\u6c14\u7684\u7b97\u6cd5\u4e0e\u5e94\u7528\u9879\u76ee\u8bb2\u89e3<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5168\u7a0b\u5b9e\u6218\uff0c\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u96c6\u4e0e\u5b9e\u9645\u4efb\u52a1\u9700\u6c42<\/p>\n<\/div><\/section><\/div>
<\/p>\n
\u5404\u9886\u57df\u9879\u76ee\u914d\u5957\u6a21\u677f\u4e0e\u6570\u636e\u6e90\u7801\u5168\u90e8\u8d60\u9001<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div>
\u8bfe\u7a0b\u5927\u7eb2<\/h2>\u5b9e\u9a8c\u8bfe\u7a0b\u6ce8\u91cd\u4ee3\u7801\u5b9e\u8df5\uff0c\u66f4\u6ce8\u91cd\u843d\u5730\u5e94\u7528<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\n\n\n\u8bfe\u7a0b\u6a21\u5757<\/b><\/strong><\/td>\n\u8bfe\u7a0b\u5185\u5bb9<\/b><\/strong><\/td>\n<\/tr>\n\n1\u3001\u7ebf\u6027\u56de\u5f52\u4e0e\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/strong><\/p>\n\u00a0<\/strong><\/td>\n\u673a\u5668\u5b66\u4e60\u4e0e\u4eba\u5de5\u667a\u80fd\u6982\u8ff0<\/p>\n\u673a\u5668\u5b66\u4e60\u6838\u5fc3\u77e5\u8bc6\u70b9\u4e0e\u5b66\u4e60\u8def\u7ebf\u56fe<\/p>\n
\u7ebf\u6027\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\n
\u76ee\u6807\u4e0e\u635f\u5931\u51fd\u6570\u5b9a\u4e49<\/p>\n
\u4f18\u5316\u7b56\u7565\u5206\u6790<\/p>\n
\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u539f\u7406\u5206\u6790<\/p>\n
\u6848\u4f8b\uff1a\u591a\u9879\u5f0f\u7ebf\u6027\u56de\u5f52\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n2\u3001\u903b\u8f91\u56de\u5f52\u7b97\u6cd5<\/strong><\/td>\n\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\nNotebook\u5de5\u5177\u4f7f\u7528<\/p>\n
\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u6d41\u7a0b<\/td>\n<\/tr>\n
\n3\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u4ea4\u6613\u8bb0\u5f55\u6570\u636e\u5efa\u6a21\u5b9e\u4f8b<\/strong><\/td>\n\u6837\u672c\u4e0d\u5747\u8861\u6570\u636e\u89e3\u51b3\u65b9\u6848<\/p>\n\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u5bf9\u6bd4<\/p>\n
\u6b63\u5219\u5316\u60e9\u7f5a\u9879\u7684\u4f5c\u7528<\/p>\n
\u8fc7\u62df\u5408\u95ee\u9898\u89e3\u51b3\u65b9\u6848<\/p>\n
\u53c2\u6570\u5bf9\u6a21\u578b\u7ed3\u679c\u7684\u5f71\u54cd<\/p>\n
\u4ea4\u53c9\u9a8c\u8bc1\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u6d4b\u8bd5\u7ed3\u679c\u5206\u6790<\/p>\n
SMOTE\u8fc7\u91c7\u6837\u6548\u679c<\/td>\n<\/tr>\n
\n4\u3001\u6df1\u5ea6\u5b66\u4e60-\u795e\u7ecf\u7f51\u7edc\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u57fa\u7840\u77e5\u8bc6\u70b9\u6982\u8ff0<\/p>\n\u524d\u5411\u4f20\u64ad\u4e0e\u8fd4\u5411\u4f20\u64ad<\/p>\n
\u6574\u4f53\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u5206\u6790<\/p>\n
\u8fc7\u62df\u5408\u89e3\u51b3\u65b9\u6848<\/p>\n
\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b\u5206\u6790<\/td>\n<\/tr>\n
\n5\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6P<\/strong>yTorch<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5b89\u88c5\u4e0e\u6d4b\u8bd5<\/p>\nPyTorch\u57fa\u672c\u64cd\u4f5c\u89e3\u8bfb<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/p>\n
\u5b8c\u6210\u5206\u7c7b\u4e0e\u56de\u5f52\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n
\n6\u3001\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b<\/strong><\/td>\n\u57fa\u4e8ePyTorch\u6846\u67b6\u6784\u5efa\u6c14\u6e29\u9884\u6d4b\u6a21\u578b<\/p>\n\u6a21\u578b\u8bc4\u4f30\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n7\u3001\u8ba1\u7b97\u673a\u89c6\u89c9-\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong><\/td>\n\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5fc5\u5907\u77e5\u8bc6\u70b9<\/p>\n\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6240\u6d89\u53ca\u53c2\u6570<\/p>\n
\u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n
\u7ecf\u5178\u7f51\u7edc\u6a21\u578b\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n
\n8\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7ecf\u5178\u67b6\u6784\u89e3\u8bfb<\/strong><\/td>\nResnet\u6a21\u578b\u89e3\u8bfb<\/p>\nEfficientnet\u67b6\u6784\u89e3\u8bfb<\/p>\n
\u6ce8\u610f\u529b\u673a\u5236\u7b49\u6a21\u5757\u5206\u6790<\/td>\n<\/tr>\n
\n9\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u8bc6\u522b\u6a21\u578b\u5b9e\u6218<\/strong><\/td>\n\u6570\u636e\u9884\u5904\u7406\u4e0e\u6570\u636e\u589e\u5f3a<\/p>\n\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f5c\u7528<\/p>\n
\u6a21\u578b\u8bad\u7ec3\u7b56\u7565\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/p>\n
\u82b1\u6735\u5206\u7c7b\u6a21\u578b\u5b9e\u6218<\/td>\n<\/tr>\n
\n10\u3001\u56fe\u50cf\u5206\u5272\u7ecf\u5178\u7b97\u6cd5\u89e3\u8bfb<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u53ca\u5176\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nUnet\u56fe\u50cf\u5206\u5272\u7b97\u6cd5<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u67b6\u6784\u89e3\u8bfb<\/p>\n
Deeplab\u7cfb\u5217\u7b97\u6cd5\u5206\u6790<\/p>\n
\u5206\u5272\u7b97\u6cd5\u6a21\u578b\u6784\u9020\u5206\u6790<\/td>\n<\/tr>\n
\n11\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/p>\n12\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u5bf9\u6297\u751f\u6210\u7f51\u7edc<\/strong><\/td>\n\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u89e3\u8bfb<\/p>\nUnet\u7f51\u7edc\u67b6\u6784\u89e3\u8bfb<\/p>\n
Unet\u5347\u7ea7\u7248\u672c\u7ec6\u8282\u5206\u6790<\/p>\n
\u57fa\u4e8ePyTorch\u6784\u5efa\u56fe\u50cf\u5206\u5272\u6a21\u578b<\/p>\n
GAN\u6a21\u578b\u5e94\u7528\u9886\u57df\u53ca\u5176\u6838\u5fc3\u67b6\u6784\u5206\u6790<\/p>\n
\u5404\u5927GAN\u6a21\u578b\u7b97\u6cd5\u89e3\u8bfb\u53ca\u5176\u9879\u76ee\u5e94\u7528<\/td>\n<\/tr>\n
\n13\u3001\u7269\u4f53\u68c0\u6d4b\u7ecf\u5178\u7b97\u6cd5<\/strong><\/td>\n\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u5e94\u7528\u9886\u57df\u5206\u6790<\/p>\nYOLO\u7cfb\u5217\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u89e3\u8bfb<\/p>\n
YOLO\u6570\u636e\u5904\u7406\u4e0e\u7f51\u7edc\u6a21\u578b\u6784\u5efa<\/p>\n
V5\u7248\u672c\u5de5\u7a0b\u67b6\u6784\u89e3\u8bfb<\/p>\n
Efficient\u7f51\u7edc\u6a21\u578b\u89e3\u8bfb<\/p>\n
EfficientDet\u68c0\u6d4b\u6846\u67b6\u5206\u6790<\/p>\n
\u7f3a\u9677\u68c0\u6d4b\u6784\u5efa\u65b9\u6cd5\u4e0e\u5e94\u7528<\/td>\n<\/tr>\n
\n14\u3001YOLOV5\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/td>\n\u6e90\u7801\u67b6\u6784\u5206\u6790<\/p>\n\u6570\u636e\u96c6\u5904\u7406\u4e0e\u6807\u7b7e\u5236\u4f5c<\/p>\n
\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5<\/p>\n
\u8bad\u7ec3\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u6a21\u578b<\/p>\n
\u5e94\u7528\u4e0e\u9884\u6d4b\u5206\u6790<\/td>\n<\/tr>\n
\n15\u3001\u6df1\u5ea6\u5b66\u4e60\u901a\u7528\u6846\u67b6\u53ca\u5176\u6e90\u7801\u5e94\u7528\u89e3\u8bfb<\/strong><\/td>\n\u6df1\u5ea6\u5b66\u4e60\u5404\u9886\u57df\u5e94\u7528\u6a21\u677f\u5206\u6790<\/p>\nCV\u5404\u5927\u9879\u76ee\u6784\u5efa\u6d41\u7a0b<\/p>\n
\u5e38\u7528\u5de5\u5177\u5206\u6790\u4e0e\u8def\u7ebf\u6574\u7406<\/p>\n
\u8bba\u6587\u7684\u4ef7\u503c\u4e0e\u4f5c\u7528\u3001\u603b\u7ed3\u4e0e\u5206\u6790<\/td>\n<\/tr>\n
\n16\u3001\u77e5\u8bc6\u56fe\u8c31\u5e94\u7528\u4e0e\u6838\u5fc3\u77e5\u8bc6\u70b9<\/strong><\/td>\n\u77e5\u8bc6\u56fe\u8c31\u5728\u5404\u9886\u57df\u5e94\u7528\u5206\u6790<\/p>\n\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u65b9\u6cd5\u53ca\u5176\u6838\u5fc3\u77e5\u8bc6\u70b9<\/p>\n
NLP\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4f5c\u7528\u7684\u5730\u4f4d<\/p>\n
\u56fe\u6a21\u578b\u6570\u636e\u5e93\u53ca\u5176\u4f7f\u7528\u65b9\u6cd5<\/p>\n
Neo4j\u6570\u636e\u5e93\u4ecb\u7ecd<\/p>\n
\u77e5\u8bc6\u56fe\u8c31\u6240\u9700\u6570\u636e\u4e0e\u9879\u76ee\u6d41\u7a0b\u89e3\u8bfb<\/td>\n<\/tr>\n
\n17\u3001\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u8350\u7cfb\u7edf\u5b9e\u6218<\/strong><\/td>\n\u533b\u836f\u6216\u7535\u5f71\u6570\u636e\u96c6\u5904\u7406\u65b9\u6cd5<\/p>\n\u6587\u672c\u89e3\u6790\u5b9e\u4f8b<\/p>\n
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\n<\/div><\/div><\/div><\/div><\/div>\n\u6848\u4f8b\u5b9e\u9a8c\u5c55\u793a<\/h2>\u8d60\u9001\u8bfe\u4ef6\u3001\u4ee3\u7801\u3001\u6570\u636e\u3001\u914d\u5957\u5b9e\u8df5\u624b\u518c<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n\u6df1\u5ea6\u5b66\u4e60-\u7269\u4f53\u68c0\u6d4b\u9879\u76ee\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section>
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\n<\/p>\n<\/div><\/section><\/p><\/div>
<\/span><\/span><\/div>\n\u56fe\u50cf\u5206\u5272\u5b9e\u6218<\/strong><\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
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<\/span><\/span><\/div>\n\u77e5\u8bc6\u56fe\u8c31\u5b9e\u6218<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
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<\/span><\/span><\/div>\n\u5bf9\u6297\u751f\u6210\u7f51\u7edc\u5b9e\u6218\u7cfb\u5217<\/h3>\n<\/div><\/section>\n<\/p>\n<\/div><\/section><\/div>
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\n<\/div><\/div><\/div><\/div><\/div>\n\u5b9e\u529b\u4e13\u5bb6\u4e3b\u8bb2<\/h2>\u5b9e\u529b\u6d3e\u8bb2\u5e08<\/p>\n<\/div>
<\/div><\/div><\/div>\n<\/span><\/span><\/div>\n<\/p>\n
\u5510\u5b87\u8fea<\/strong><\/h3>\n\u540c\u6d4e\u5927\u5b66\u7855\u58eb\uff0c\u534e\u4e1c\u7406\u5de5\u535a\u58eb\u3002\u8457\u6709\u300a\u8ddf\u7740\u8fea\u54e5\u5b66Python\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u300b\u3001\u300a\u4eba\u5de5\u667a\u80fd\u5fc5\u5907\u6570\u5b66\u57fa\u7840\u300b\u3002<\/p>\n
\u8bfe\u7a0b\u65b9\u5411\uff1aPython\uff0c\u6570\u636e\u5206\u6790\uff0c\u6570\u636e\u6316\u6398\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u6df1\u5ea6\u5b66\u4e60\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u8bed\u97f3\u8bc6\u522b\u7b49\u5168\u9762\u8986\u76d6\u5f53\u4e0bAi\u4e3b\u6d41\u9886\u57df\u3002\u7ebf\u4e0a\u8bfe\u7a0b\u9009\u8bfe\u5b66\u5458\u8d8550W\uff0c\u7d2f\u8ba1\u5f00\u5c55\u7ebf\u4e0b\u57f9\u8bad100\u4f59\u573a\uff0c\u7ebf\u4e0a\u76f4\u64ad500\u4f59\u573a\u3002\u4e2d\u56fd\u7535\u4fe1\uff0c\u79fb\u52a8\uff0c\u8054\u901a\u7279\u8058\u4f01\u4e1a\u4eba\u624d\u8f6c\u578b\u57f9\u8bad\u5bfc\u5e08\uff0c\u4e2d\u56fd\u94f6\u884c\uff0c\u4e2d\u4fe1\u96c6\u56e2\uff0c\u65b0\u80fd\u6e90\u79d1\u6280\uff0c\u4e0a\u6c7d\u5927\u4f17\u7b49\u516c\u53f8\u7279\u8058\u4f01\u4e1a\u8bfe\u9898\u8054\u5408\u57f9\u517b\u5bfc\u5e08\u3002<\/p>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>\n\u9881\u53d1\u6743\u5a01\u8bc1\u4e66<\/h2>
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\u8bfe\u7a0b\u6a21\u5757<\/b><\/strong><\/td>\n\u8bfe\u7a0b\u5185\u5bb9<\/b><\/strong><\/td>\n<\/tr>\n | 1\u3001\u7ebf\u6027\u56de\u5f52\u4e0e\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/strong><\/p>\n | \u00a0<\/strong><\/td>\n \u673a\u5668\u5b66\u4e60\u6838\u5fc3\u77e5\u8bc6\u70b9\u4e0e\u5b66\u4e60\u8def\u7ebf\u56fe<\/p>\n \u7ebf\u6027\u56de\u5f52\u7b97\u6cd5\u539f\u7406\u63a8\u5bfc<\/p>\n \u76ee\u6807\u4e0e\u635f\u5931\u51fd\u6570\u5b9a\u4e49<\/p>\n \u4f18\u5316\u7b56\u7565\u5206\u6790<\/p>\n \u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u539f\u7406\u5206\u6790<\/p>\n \u6848\u4f8b\uff1a\u591a\u9879\u5f0f\u7ebf\u6027\u56de\u5f52\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n Notebook\u5de5\u5177\u4f7f\u7528<\/p>\n \u673a\u5668\u5b66\u4e60\u5efa\u6a21\u6d41\u7a0b<\/td>\n<\/tr>\n \u6a21\u578b\u8bc4\u4f30\u6307\u6807\u5bf9\u6bd4<\/p>\n \u6b63\u5219\u5316\u60e9\u7f5a\u9879\u7684\u4f5c\u7528<\/p>\n \u8fc7\u62df\u5408\u95ee\u9898\u89e3\u51b3\u65b9\u6848<\/p>\n \u53c2\u6570\u5bf9\u6a21\u578b\u7ed3\u679c\u7684\u5f71\u54cd<\/p>\n \u4ea4\u53c9\u9a8c\u8bc1\u7684\u4f5c\u7528<\/p>\n \u6a21\u578b\u6d4b\u8bd5\u7ed3\u679c\u5206\u6790<\/p>\n SMOTE\u8fc7\u91c7\u6837\u6548\u679c<\/td>\n<\/tr>\n \u524d\u5411\u4f20\u64ad\u4e0e\u8fd4\u5411\u4f20\u64ad<\/p>\n \u6574\u4f53\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u5206\u6790<\/p>\n \u8fc7\u62df\u5408\u89e3\u51b3\u65b9\u6848<\/p>\n \u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u5b9e\u4f8b\u5206\u6790<\/td>\n<\/tr>\n PyTorch\u57fa\u672c\u64cd\u4f5c\u89e3\u8bfb<\/p>\n \u57fa\u4e8ePyTorch\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/p>\n \u5b8c\u6210\u5206\u7c7b\u4e0e\u56de\u5f52\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n \u6a21\u578b\u8bc4\u4f30\u4e0e\u5206\u6790<\/td>\n<\/tr>\n \u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n \u5377\u79ef\u7f51\u7edc\u6240\u6d89\u53ca\u53c2\u6570<\/p>\n \u5377\u79ef\u7f51\u7edc\u6574\u4f53\u67b6\u6784<\/p>\n \u7ecf\u5178\u7f51\u7edc\u6a21\u578b\u5bf9\u6bd4\u5206\u6790<\/td>\n<\/tr>\n Efficientnet\u67b6\u6784\u89e3\u8bfb<\/p>\n \u6ce8\u610f\u529b\u673a\u5236\u7b49\u6a21\u5757\u5206\u6790<\/td>\n<\/tr>\n \u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f5c\u7528<\/p>\n \u6a21\u578b\u8bad\u7ec3\u7b56\u7565\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/p>\n \u82b1\u6735\u5206\u7c7b\u6a21\u578b\u5b9e\u6218<\/td>\n<\/tr>\n Unet\u56fe\u50cf\u5206\u5272\u7b97\u6cd5<\/p>\n Unet\u5347\u7ea7\u7248\u672c\u67b6\u6784\u89e3\u8bfb<\/p>\n Deeplab\u7cfb\u5217\u7b97\u6cd5\u5206\u6790<\/p>\n \u5206\u5272\u7b97\u6cd5\u6a21\u578b\u6784\u9020\u5206\u6790<\/td>\n<\/tr>\n 12\u3001\u9879\u76ee\u5b9e\u6218\uff1a\u5bf9\u6297\u751f\u6210\u7f51\u7edc<\/strong><\/td>\n Unet\u7f51\u7edc\u67b6\u6784\u89e3\u8bfb<\/p>\n Unet\u5347\u7ea7\u7248\u672c\u7ec6\u8282\u5206\u6790<\/p>\n \u57fa\u4e8ePyTorch\u6784\u5efa\u56fe\u50cf\u5206\u5272\u6a21\u578b<\/p>\n GAN\u6a21\u578b\u5e94\u7528\u9886\u57df\u53ca\u5176\u6838\u5fc3\u67b6\u6784\u5206\u6790<\/p>\n \u5404\u5927GAN\u6a21\u578b\u7b97\u6cd5\u89e3\u8bfb\u53ca\u5176\u9879\u76ee\u5e94\u7528<\/td>\n<\/tr>\n YOLO\u7cfb\u5217\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u89e3\u8bfb<\/p>\n YOLO\u6570\u636e\u5904\u7406\u4e0e\u7f51\u7edc\u6a21\u578b\u6784\u5efa<\/p>\n V5\u7248\u672c\u5de5\u7a0b\u67b6\u6784\u89e3\u8bfb<\/p>\n Efficient\u7f51\u7edc\u6a21\u578b\u89e3\u8bfb<\/p>\n EfficientDet\u68c0\u6d4b\u6846\u67b6\u5206\u6790<\/p>\n \u7f3a\u9677\u68c0\u6d4b\u6784\u5efa\u65b9\u6cd5\u4e0e\u5e94\u7528<\/td>\n<\/tr>\n \u6570\u636e\u96c6\u5904\u7406\u4e0e\u6807\u7b7e\u5236\u4f5c<\/p>\n \u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5<\/p>\n \u8bad\u7ec3\u7269\u4f53\u68c0\u6d4b\u7b97\u6cd5\u6a21\u578b<\/p>\n \u5e94\u7528\u4e0e\u9884\u6d4b\u5206\u6790<\/td>\n<\/tr>\n CV\u5404\u5927\u9879\u76ee\u6784\u5efa\u6d41\u7a0b<\/p>\n \u5e38\u7528\u5de5\u5177\u5206\u6790\u4e0e\u8def\u7ebf\u6574\u7406<\/p>\n \u8bba\u6587\u7684\u4ef7\u503c\u4e0e\u4f5c\u7528\u3001\u603b\u7ed3\u4e0e\u5206\u6790<\/td>\n<\/tr>\n \u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u65b9\u6cd5\u53ca\u5176\u6838\u5fc3\u77e5\u8bc6\u70b9<\/p>\n NLP\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4f5c\u7528\u7684\u5730\u4f4d<\/p>\n \u56fe\u6a21\u578b\u6570\u636e\u5e93\u53ca\u5176\u4f7f\u7528\u65b9\u6cd5<\/p>\n Neo4j\u6570\u636e\u5e93\u4ecb\u7ecd<\/p>\n \u77e5\u8bc6\u56fe\u8c31\u6240\u9700\u6570\u636e\u4e0e\u9879\u76ee\u6d41\u7a0b\u89e3\u8bfb<\/td>\n<\/tr>\n \u6587\u672c\u89e3\u6790\u5b9e\u4f8b<\/p>\n \u5b9e\u4f53\u6784\u9020\u4e0e\u56fe\u6a21\u578b\u5b58\u50a8<\/p>\n \u57fa\u4e8eNeo4j\u6253\u9020\u77e5\u8bc6\u56fe\u8c31\u6a21\u578b<\/p>\n \u6784\u5efa\u63a8\u8350\u5f15\u64ce\u4e0e\u5e94\u7528\u5b9e\u4f8b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div> \u8d60\u9001\u8bfe\u4ef6\u3001\u4ee3\u7801\u3001\u6570\u636e\u3001\u914d\u5957\u5b9e\u8df5\u624b\u518c<\/p>\n<\/div> <\/p>\n<\/div><\/section> <\/p>\n<\/div><\/section><\/p><\/div> <\/p>\n<\/div><\/section> <\/p>\n<\/div><\/section><\/p><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div> <\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><\/div><\/div> \u5b9e\u529b\u6d3e\u8bb2\u5e08<\/p>\n<\/div> <\/p>\n \u540c\u6d4e\u5927\u5b66\u7855\u58eb\uff0c\u534e\u4e1c\u7406\u5de5\u535a\u58eb\u3002\u8457\u6709\u300a\u8ddf\u7740\u8fea\u54e5\u5b66Python\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u300b\u3001\u300a\u4eba\u5de5\u667a\u80fd\u5fc5\u5907\u6570\u5b66\u57fa\u7840\u300b\u3002<\/p>\n 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