{"id":8576,"date":"2025-04-18T16:46:01","date_gmt":"2025-04-18T08:46:01","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/8576.html"},"modified":"2025-04-18T16:46:01","modified_gmt":"2025-04-18T08:46:01","slug":"%e8%93%9d%e8%80%98%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8edeepseek%e7%9a%84%e7%bb%93%e5%90%88%ef%bc%9a%e5%bc%95%e9%a2%86%e6%99%ba%e8%83%bd%e5%8c%96%e6%97%b6%e4%bb%a3%e7%9a%84%e6%96%b0%e7%aa%81%e7%a0%b4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/8576.html","title":{"rendered":"\u84dd\u8018\u670d\u52a1\u5668\u4e0eDeepSeek\u7684\u7ed3\u5408\uff1a\u5f15\u9886\u667a\u80fd\u5316\u65f6\u4ee3\u7684\u65b0\u7a81\u7834"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418084559-68021147136b6.gif\" \/><\/p>\n<p>&#x1f31f;\u00a0\u55e8&#xff0c;\u6211\u662fLethehong&#xff01;&#x1f31f;<\/p>\n<p>&#x1f30d; 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style=\"margin-left:40px\">\u4e00\u3001\u84dd\u8018\u670d\u52a1\u5668\u7684\u6280\u672f\u4f18\u52bf<\/p>\n<p id=\"1%E3%80%81%E9%AB%98%E6%80%A7%E8%83%BD%E8%AE%A1%E7%AE%97%E8%83%BD%E5%8A%9B-toc\" style=\"margin-left:120px\">1\u3001\u9ad8\u6027\u80fd\u8ba1\u7b97\u80fd\u529b<\/p>\n<p id=\"2%E3%80%81%E5%8F%AF%E6%89%A9%E5%B1%95%E6%80%A7%E4%B8%8E%E9%AB%98%E6%95%88%E5%AD%98%E5%82%A8-toc\" style=\"margin-left:120px\">2\u3001\u53ef\u6269\u5c55\u6027\u4e0e\u9ad8\u6548\u5b58\u50a8<\/p>\n<p id=\"3%E3%80%81%E7%BB%BF%E8%89%B2%E8%8A%82%E8%83%BD%E8%AE%BE%E8%AE%A1-toc\" style=\"margin-left:120px\">3\u3001\u7eff\u8272\u8282\u80fd\u8bbe\u8ba1<\/p>\n<p id=\"%E4%BA%8C%E3%80%81DeepSeek%EF%BC%9A%E6%99%BA%E8%83%BD%E7%AE%97%E6%B3%95%E7%9A%84%E5%BC%95%E6%93%8E-toc\" style=\"margin-left:40px\">\u4e8c\u3001DeepSeek&#xff1a;\u667a\u80fd\u7b97\u6cd5\u7684\u5f15\u64ce<\/p>\n<p id=\"1%E3%80%81%E9%AB%98%E6%95%88%E7%9A%84%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E8%AE%AD%E7%BB%83%E4%B8%8E%E6%8E%A8%E7%90%86-toc\" style=\"margin-left:120px\">1\u3001\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e0e\u63a8\u7406<\/p>\n<p id=\"2%E3%80%81%E8%87%AA%E9%80%82%E5%BA%94%E5%AD%A6%E4%B9%A0%E4%B8%8E%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0-toc\" style=\"margin-left:120px\">2\u3001\u81ea\u9002\u5e94\u5b66\u4e60\u4e0e\u8fc1\u79fb\u5b66\u4e60<\/p>\n<p id=\"3%E3%80%81%E5%A4%9A%E4%BB%BB%E5%8A%A1%E5%AD%A6%E4%B9%A0-toc\" style=\"margin-left:120px\">3\u3001\u591a\u4efb\u52a1\u5b66\u4e60<\/p>\n<p id=\"%E4%B8%89%E3%80%81%E8%93%9D%E8%80%98%E6%9C%8D%E5%8A%A1%E5%99%A8%E4%B8%8EDeepSeek%E7%BB%93%E5%90%88%E7%9A%84%E4%BC%98%E5%8A%BF-toc\" style=\"margin-left:40px\">\u4e09\u3001\u84dd\u8018\u670d\u52a1\u5668\u4e0eDeepSeek\u7ed3\u5408\u7684\u4f18\u52bf<\/p>\n<p id=\"1%E3%80%81%E9%AB%98%E6%95%88%E7%9A%84%E8%AE%A1%E7%AE%97%E8%B5%84%E6%BA%90-toc\" style=\"margin-left:120px\">1\u3001\u9ad8\u6548\u7684\u8ba1\u7b97\u8d44\u6e90<\/p>\n<p id=\"2%E3%80%81%E8%87%AA%E5%8A%A8%E5%8C%96%E7%9A%84%E6%99%BA%E8%83%BD%E5%86%B3%E7%AD%96-toc\" style=\"margin-left:120px\">2\u3001\u81ea\u52a8\u5316\u7684\u667a\u80fd\u51b3\u7b56<\/p>\n<p id=\"3%E3%80%81%E5%8A%A0%E9%80%9F%E4%BA%A7%E5%93%81%E5%BC%80%E5%8F%91%E4%B8%8E%E5%88%9B%E6%96%B0-toc\" style=\"margin-left:120px\">3\u3001\u52a0\u901f\u4ea7\u54c1\u5f00\u53d1\u4e0e\u521b\u65b0<\/p>\n<p id=\"%E5%9B%9B%E3%80%81%E8%A1%8C%E4%B8%9A%E5%BA%94%E7%94%A8%E4%B8%8E%E4%BB%A3%E7%A0%81%E7%A4%BA%E4%BE%8B-toc\" style=\"margin-left:40px\">\u56db\u3001\u884c\u4e1a\u5e94\u7528\u4e0e\u4ee3\u7801\u793a\u4f8b<\/p>\n<p id=\"1%E3%80%81%E5%8C%BB%E7%96%97%E5%81%A5%E5%BA%B7-toc\" style=\"margin-left:120px\">1\u3001\u533b\u7597\u5065\u5eb7<\/p>\n<p id=\"2%E3%80%81%E9%87%91%E8%9E%8D%E9%A3%8E%E6%8E%A7-toc\" style=\"margin-left:120px\">2\u3001\u91d1\u878d\u98ce\u63a7<\/p>\n<p id=\"3%E3%80%81%E8%87%AA%E5%8A%A8%E9%A9%BE%E9%A9%B6-toc\" style=\"margin-left:120px\">3\u3001\u81ea\u52a8\u9a7e\u9a76<\/p>\n<p id=\"%E6%80%BB%E7%BB%93-toc\" style=\"margin-left:40px\">\u4e94\u3001\u603b\u7ed3<\/p>\n<hr \/>\n<h2 id=\"%E6%80%BB%E7%BB%93-toc\" style=\"margin-left:40px\">\u84dd\u8018\u670d\u52a1\u5668\u4e0eDeepSeek\u7684\u7ed3\u5408&#xff1a;\u5f15\u9886\u667a\u80fd\u5316\u65f6\u4ee3\u7684\u65b0\u7a81\u7834<\/h2>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u548c\u6df1\u5ea6\u5b66\u4e60\u7684\u5feb\u901f\u53d1\u5c55&#xff0c;\u8ba1\u7b97\u80fd\u529b\u548c\u667a\u80fd\u7b97\u6cd5\u7684\u7ed3\u5408\u5728\u591a\u4e2a\u884c\u4e1a\u4e2d\u5df2\u6210\u4e3a\u63d0\u5347\u751f\u4ea7\u529b\u7684\u5173\u952e\u3002\u84dd\u8018\u670d\u52a1\u5668&#xff08;\u4e00\u4e2a\u9ad8\u6027\u80fd\u8ba1\u7b97\u5e73\u53f0&#xff09;\u4e0eDeepSeek&#xff08;\u667a\u80fd\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5e73\u53f0&#xff09;\u7684\u7ed3\u5408&#xff0c;\u4e0d\u4ec5\u5927\u5927\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6548\u7387&#xff0c;\u4e5f\u4f7f\u5f97\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u5f97\u4ee5\u5728\u5404\u884c\u5404\u4e1a\u4e2d\u843d\u5730\u3002\u5728\u672c\u7bc7\u6587\u7ae0\u4e2d&#xff0c;\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u84dd\u8018\u670d\u52a1\u5668\u4e0eDeepSeek\u7ed3\u5408\u7684\u6280\u672f\u7ec6\u8282&#xff0c;\u5e76\u7ed3\u5408\u4ee3\u7801\u793a\u4f8b\u5c55\u793a\u5176\u5177\u4f53\u5e94\u7528\u3002<\/p>\n<h3 id=\"%E4%B8%80%E3%80%81%E8%93%9D%E8%80%98%E6%9C%8D%E5%8A%A1%E5%99%A8%E7%9A%84%E6%8A%80%E6%9C%AF%E4%BC%98%E5%8A%BF\">\u4e00\u3001\u84dd\u8018\u670d\u52a1\u5668\u7684\u6280\u672f\u4f18\u52bf<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1021\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418084559-680211471e223.png\" width=\"1122\" \/><\/h3>\n<p>\u84dd\u8018\u670d\u52a1\u5668\u5728\u8ba1\u7b97\u786c\u4ef6\u65b9\u9762\u5177\u5907\u663e\u8457\u7684\u4f18\u52bf&#xff0c;\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97&#xff0c;\u5c24\u5176\u5728\u5904\u7406\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u65f6&#xff0c;\u5176\u4f18\u52bf\u5c24\u4e3a\u7a81\u51fa\u3002\u4ee5\u4e0b\u662f\u84dd\u8018\u670d\u52a1\u5668\u7684\u51e0\u4e2a\u6280\u672f\u4eae\u70b9&#xff1a;<\/p>\n<h5 id=\"1%E3%80%81%E9%AB%98%E6%80%A7%E8%83%BD%E8%AE%A1%E7%AE%97%E8%83%BD%E5%8A%9B\"><span style=\"color:#0d0016\">1\u3001<\/span><span style=\"color:#fe2c24\">\u9ad8\u6027\u80fd\u8ba1\u7b97\u80fd\u529b<\/span><\/h5>\n<p>\u84dd\u8018\u670d\u52a1\u5668\u914d\u5907\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u8d44\u6e90&#xff0c;\u5982\u591a\u6838CPU\u548c\u9ad8\u6548\u7684GPU\u52a0\u901f\u8ba1\u7b97&#xff0c;\u80fd\u591f\u540c\u65f6\u8fdb\u884c\u591a\u4e2a\u9ad8\u5f3a\u5ea6\u8ba1\u7b97\u4efb\u52a1\u3002\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1&#xff0c;GPU\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n<h5 id=\"2%E3%80%81%E5%8F%AF%E6%89%A9%E5%B1%95%E6%80%A7%E4%B8%8E%E9%AB%98%E6%95%88%E5%AD%98%E5%82%A8\"><span style=\"color:#0d0016\">2\u3001<\/span><span style=\"color:#fe2c24\">\u53ef\u6269\u5c55\u6027\u4e0e\u9ad8\u6548\u5b58\u50a8<\/span><\/h5>\n<p>\u84dd\u8018\u670d\u52a1\u5668\u652f\u6301\u5f39\u6027\u6269\u5c55&#xff0c;\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u8fdb\u884c\u5b58\u50a8\u6269\u5c55\u548c\u5904\u7406\u5668\u5347\u7ea7&#xff0c;\u786e\u4fdd\u5e73\u53f0\u80fd\u591f\u5904\u7406\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6\u3002<\/p>\n<h5 id=\"3%E3%80%81%E7%BB%BF%E8%89%B2%E8%8A%82%E8%83%BD%E8%AE%BE%E8%AE%A1\"><span style=\"color:#0d0016\">3\u3001<\/span><span style=\"color:#fe2c24\">\u7eff\u8272\u8282\u80fd\u8bbe\u8ba1<\/span><\/h5>\n<p>\u84dd\u8018\u670d\u52a1\u5668\u6ce8\u91cd\u80fd\u6548\u4f18\u5316&#xff0c;<span style=\"color:#fe2c24\"><span style=\"background-color:#fef2f0\">\u91c7\u7528\u9ad8\u6548\u7684\u6563\u70ed\u8bbe\u8ba1\u548c\u4f4e\u529f\u8017\u786c\u4ef6<\/span><\/span>&#xff0c;\u9002\u5408\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u4ee3\u7801&#xff0c;\u5c55\u793a\u5982\u4f55\u4f7f\u7528\u84dd\u8018\u670d\u52a1\u5668\u4e0a\u7684GPU\u6765\u52a0\u901f\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1&#xff1a;<\/p>\n<p>import torch<br \/>\nimport torch.nn as nn<br \/>\nimport torch.optim as optim<\/p>\n<p># \u68c0\u67e5\u662f\u5426\u6709GPU\u53ef\u7528<br \/>\ndevice &#061; torch.device(&#034;cuda&#034; if torch.cuda.is_available() else &#034;cpu&#034;)<\/p>\n<p># \u5b9a\u4e49\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc<br \/>\nclass SimpleNet(nn.Module):<br \/>\n    def __init__(self):<br \/>\n        super(SimpleNet, self).__init__()<br \/>\n        self.fc1 &#061; nn.Linear(10, 50)<br \/>\n        self.fc2 &#061; nn.Linear(50, 1)<\/p>\n<p>    def forward(self, x):<br \/>\n        x &#061; torch.relu(self.fc1(x))<br \/>\n        x &#061; self.fc2(x)<br \/>\n        return x<\/p>\n<p># \u521d\u59cb\u5316\u6a21\u578b<br \/>\nmodel &#061; SimpleNet().to(device)<\/p>\n<p># \u635f\u5931\u51fd\u6570\u548c\u4f18\u5316\u5668<br \/>\ncriterion &#061; nn.MSELoss()<br \/>\noptimizer &#061; optim.SGD(model.parameters(), lr&#061;0.01)<\/p>\n<p># \u6a21\u62df\u8f93\u5165\u6570\u636e<br \/>\ninputs &#061; torch.randn(100, 10).to(device)<br \/>\ntargets &#061; torch.randn(100, 1).to(device)<\/p>\n<p># \u8bad\u7ec3\u6a21\u578b<br \/>\nfor epoch in range(100):<br \/>\n    optimizer.zero_grad()<br \/>\n    outputs &#061; model(inputs)<br \/>\n    loss &#061; criterion(outputs, targets)<br \/>\n    loss.backward()<br \/>\n    optimizer.step()<\/p>\n<p>    if epoch % 10 &#061;&#061; 0:<br \/>\n        print(f&#039;Epoch [{epoch&#043;1}\/100], Loss: {loss.item()}&#039;)<\/p>\n<p>\u8fd9\u4e2a\u4ee3\u7801\u6bb5\u5c55\u793a\u4e86\u5982\u4f55\u5728\u84dd\u8018\u670d\u52a1\u5668\u4e0a\u4f7f\u7528PyTorch\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3&#xff0c;\u901a\u8fc7GPU\u52a0\u901f\u6765\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<h3 id=\"%E4%BA%8C%E3%80%81DeepSeek%EF%BC%9A%E6%99%BA%E8%83%BD%E7%AE%97%E6%B3%95%E7%9A%84%E5%BC%95%E6%93%8E\">\u4e8c\u3001DeepSeek&#xff1a;\u667a\u80fd\u7b97\u6cd5\u7684\u5f15\u64ce<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"669\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418084600-6802114835d5f.png\" width=\"730\" \/><\/h3>\n<p>DeepSeek\u662f\u4e00\u4e2a\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u4efb\u52a1\u4f18\u5316\u7684\u5e73\u53f0&#xff0c;\u652f\u6301\u591a\u79cd\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u548c\u6846\u67b6\u3002\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e&#xff1a;<\/p>\n<h5 id=\"1%E3%80%81%E9%AB%98%E6%95%88%E7%9A%84%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E8%AE%AD%E7%BB%83%E4%B8%8E%E6%8E%A8%E7%90%86\"><span style=\"color:#0d0016\">1\u3001<\/span><span style=\"color:#fe2c24\">\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e0e\u63a8\u7406<\/span><\/h5>\n<p>DeepSeek\u91c7\u7528\u4e86\u6700\u5148\u8fdb\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6&#xff0c;\u5982TensorFlow\u548cPyTorch&#xff0c;\u80fd\u591f\u5904\u7406\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u6587\u672c\u7b49\u591a\u79cd\u6570\u636e\u7c7b\u578b\u3002DeepSeek\u4f18\u5316\u4e86\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b&#xff0c;\u652f\u6301\u5206\u5e03\u5f0f\u8bad\u7ec3&#xff0c;\u52a0\u901f\u5927\u89c4\u6a21\u6570\u636e\u7684\u5904\u7406\u3002<\/p>\n<h5 id=\"2%E3%80%81%E8%87%AA%E9%80%82%E5%BA%94%E5%AD%A6%E4%B9%A0%E4%B8%8E%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0\"><span style=\"color:#0d0016\">2\u3001<\/span><span style=\"color:#fe2c24\">\u81ea\u9002\u5e94\u5b66\u4e60\u4e0e\u8fc1\u79fb\u5b66\u4e60<\/span><\/h5>\n<p>DeepSeek\u652f\u6301\u81ea\u9002\u5e94\u5b66\u4e60&#xff0c;\u80fd\u591f\u6839\u636e\u65b0\u7684\u6570\u636e\u8fdb\u884c\u5728\u7ebf\u66f4\u65b0\u3002\u6b64\u5916&#xff0c;\u5b83\u8fd8\u652f\u6301\u8fc1\u79fb\u5b66\u4e60&#xff0c;\u53ef\u4ee5\u5c06\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u5e94\u7528\u5230\u65b0\u7684\u4efb\u52a1\u4e2d&#xff0c;\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u3002<\/p>\n<h5 id=\"3%E3%80%81%E5%A4%9A%E4%BB%BB%E5%8A%A1%E5%AD%A6%E4%B9%A0\"><span style=\"color:#0d0016\">3\u3001<\/span><span style=\"color:#fe2c24\">\u591a\u4efb\u52a1\u5b66\u4e60<\/span><\/h5>\n<p>DeepSeek\u80fd\u591f\u5904\u7406\u591a\u4e2a\u4e0d\u540c\u4efb\u52a1\u7684\u5b66\u4e60\u8fc7\u7a0b&#xff0c;\u4f8b\u5982\u540c\u65f6\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u4e0e\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1&#xff0c;\u5927\u5927\u63d0\u5347\u4e86\u6a21\u578b\u7684\u901a\u7528\u6027\u548c\u7cbe\u5ea6\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\u4ee3\u7801&#xff0c;\u5c55\u793a\u5982\u4f55\u5728DeepSeek\u5e73\u53f0\u4e0a\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1&#xff1a;<\/p>\n<p>import tensorflow as tf<br \/>\nfrom tensorflow.keras import layers, models<\/p>\n<p># \u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc&#xff08;CNN&#xff09;\u6a21\u578b<br \/>\ndef create_model():<br \/>\n    model &#061; models.Sequential([<br \/>\n        layers.Conv2D(32, (3, 3), activation&#061;&#039;relu&#039;, input_shape&#061;(64, 64, 3)),<br \/>\n        layers.MaxPooling2D((2, 2)),<br \/>\n        layers.Conv2D(64, (3, 3), activation&#061;&#039;relu&#039;),<br \/>\n        layers.MaxPooling2D((2, 2)),<br \/>\n        layers.Conv2D(64, (3, 3), activation&#061;&#039;relu&#039;),<br \/>\n        layers.Flatten(),<br \/>\n        layers.Dense(64, activation&#061;&#039;relu&#039;),<br \/>\n        layers.Dense(10, activation&#061;&#039;softmax&#039;)<br \/>\n    ])<br \/>\n    return model<\/p>\n<p># \u521b\u5efa\u6a21\u578b<br \/>\nmodel &#061; create_model()<\/p>\n<p># \u7f16\u8bd1\u6a21\u578b<br \/>\nmodel.compile(optimizer&#061;&#039;adam&#039;,<br \/>\n              loss&#061;&#039;sparse_categorical_crossentropy&#039;,<br \/>\n              metrics&#061;[&#039;accuracy&#039;])<\/p>\n<p># \u52a0\u8f7d\u6570\u636e&#xff08;\u5047\u8bbe\u5df2\u7ecf\u9884\u5904\u7406\u597d\u4e86\u6570\u636e&#xff09;<br \/>\n# X_train, y_train &#061; \u8bad\u7ec3\u6570\u636e\u96c6<br \/>\n# X_test, y_test &#061; \u6d4b\u8bd5\u6570\u636e\u96c6<\/p>\n<p># \u8bad\u7ec3\u6a21\u578b<br \/>\nmodel.fit(X_train, y_train, epochs&#061;10, validation_data&#061;(X_test, y_test))<\/p>\n<p># \u8bc4\u4f30\u6a21\u578b<br \/>\ntest_loss, test_acc &#061; model.evaluate(X_test, y_test, verbose&#061;2)<br \/>\nprint(f&#039;Test accuracy: {test_acc}&#039;)<\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528TensorFlow\u5728DeepSeek\u5e73\u53f0\u4e0a\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u7684\u8bad\u7ec3&#xff0c;DeepSeek\u4e3a\u6b64\u63d0\u4f9b\u4e86\u4f18\u5316\u7684\u8ba1\u7b97\u73af\u5883&#xff0c;\u80fd\u5927\u5927\u63d0\u5347\u6a21\u578b\u7684\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n<h3 id=\"%E4%B8%89%E3%80%81%E8%93%9D%E8%80%98%E6%9C%8D%E5%8A%A1%E5%99%A8%E4%B8%8EDeepSeek%E7%BB%93%E5%90%88%E7%9A%84%E4%BC%98%E5%8A%BF\">\u4e09\u3001\u84dd\u8018\u670d\u52a1\u5668\u4e0eDeepSeek\u7ed3\u5408\u7684\u4f18\u52bf<\/h3>\n<p>\u84dd\u8018\u670d\u52a1\u5668\u4e0eDeepSeek\u7ed3\u5408&#xff0c;\u5e26\u6765\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u652f\u6301\u4e0e\u667a\u80fd\u7b97\u6cd5\u7684\u6df1\u5ea6\u878d\u5408\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u7ed3\u5408\u7684\u4f18\u52bf\u5305\u62ec&#xff1a;<\/p>\n<h5 id=\"1%E3%80%81%E9%AB%98%E6%95%88%E7%9A%84%E8%AE%A1%E7%AE%97%E8%B5%84%E6%BA%90\"><span style=\"color:#0d0016\">1\u3001<\/span><span style=\"color:#fe2c24\">\u9ad8\u6548\u7684\u8ba1\u7b97\u8d44\u6e90<\/span><\/h5>\n<p>\u84dd\u8018\u670d\u52a1\u5668\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u4e3aDeepSeek\u63d0\u4f9b\u4e86\u5fc5\u8981\u7684\u786c\u4ef6\u652f\u6301&#xff0c;\u5c24\u5176\u662f\u5728\u5904\u7406\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u65f6&#xff0c;GPU\u52a0\u901f\u8ba1\u7b97\u663e\u8457\u63d0\u5347\u4e86\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n<h5 id=\"2%E3%80%81%E8%87%AA%E5%8A%A8%E5%8C%96%E7%9A%84%E6%99%BA%E8%83%BD%E5%86%B3%E7%AD%96\"><span style=\"color:#0d0016\">2\u3001<\/span><span style=\"color:#fe2c24\">\u81ea\u52a8\u5316\u7684\u667a\u80fd\u51b3\u7b56<\/span><\/h5>\n<p>\u7ed3\u5408\u6df1\u5ea6\u5b66\u4e60\u4e0e\u5927\u6570\u636e\u5206\u6790&#xff0c;\u84dd\u8018\u670d\u52a1\u5668\u80fd\u591f\u5728\u5b9e\u65f6\u6570\u636e\u6d41\u7684\u57fa\u7840\u4e0a&#xff0c;\u901a\u8fc7DeepSeek\u7684\u7b97\u6cd5\u8fdb\u884c\u667a\u80fd\u51b3\u7b56&#xff0c;\u5e2e\u52a9\u4f01\u4e1a\u63d0\u5347\u8fd0\u8425\u6548\u7387\u3002<\/p>\n<h5 id=\"3%E3%80%81%E5%8A%A0%E9%80%9F%E4%BA%A7%E5%93%81%E5%BC%80%E5%8F%91%E4%B8%8E%E5%88%9B%E6%96%B0\"><span style=\"color:#0d0016\">3\u3001<\/span><span style=\"color:#fe2c24\">\u52a0\u901f\u4ea7\u54c1\u5f00\u53d1\u4e0e\u521b\u65b0<\/span><\/h5>\n<p>\u5728\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d&#xff0c;\u84dd\u8018\u670d\u52a1\u5668\u7684\u9ad8\u6548\u8ba1\u7b97\u80fd\u529b\u4e0eDeepSeek\u7684\u667a\u80fd\u7b97\u6cd5\u76f8\u8f85\u76f8\u6210&#xff0c;\u80fd\u591f\u663e\u8457\u52a0\u901f\u4ea7\u54c1\u7684\u7814\u53d1\u5468\u671f&#xff0c;\u63a8\u52a8\u521b\u65b0\u3002<\/p>\n<h3 id=\"%E5%9B%9B%E3%80%81%E8%A1%8C%E4%B8%9A%E5%BA%94%E7%94%A8%E4%B8%8E%E4%BB%A3%E7%A0%81%E7%A4%BA%E4%BE%8B\">\u56db\u3001\u884c\u4e1a\u5e94\u7528\u4e0e\u4ee3\u7801\u793a\u4f8b<\/h3>\n<h5 id=\"1%E3%80%81%E5%8C%BB%E7%96%97%E5%81%A5%E5%BA%B7\"><span style=\"color:#0d0016\">1\u3001<\/span><span style=\"color:#fe2c24\">\u533b\u7597\u5065\u5eb7<\/span><\/h5>\n<p>\u5728\u533b\u7597\u5065\u5eb7\u9886\u57df&#xff0c;DeepSeek\u53ef\u4ee5\u7528\u6765\u5206\u6790\u533b\u5b66\u5f71\u50cf\u3001\u8fdb\u884c\u75c5\u60c5\u9884\u6d4b&#xff0c;\u800c\u84dd\u8018\u670d\u52a1\u5668\u5219\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u4f8b\u5982&#xff0c;\u901a\u8fc7\u5bf9\u5927\u91cf\u533b\u5b66\u56fe\u50cf\u7684\u8bad\u7ec3&#xff0c;\u8fdb\u884c\u80ba\u764c\u65e9\u671f\u7b5b\u67e5\u3002<\/p>\n<p># \u5047\u8bbe\u5df2\u52a0\u8f7d\u533b\u5b66\u5f71\u50cf\u6570\u636e\u96c6<br \/>\nmodel.fit(X_medical_train, y_medical_train, epochs&#061;20, validation_data&#061;(X_medical_test, y_medical_test))<\/p>\n<h5 id=\"2%E3%80%81%E9%87%91%E8%9E%8D%E9%A3%8E%E6%8E%A7\"><span style=\"color:#0d0016\">2\u3001<\/span><span style=\"color:#fe2c24\">\u91d1\u878d\u98ce\u63a7<\/span><\/h5>\n<p>\u5728\u91d1\u878d\u9886\u57df&#xff0c;\u901a\u8fc7\u5927\u6570\u636e\u4e0eAI\u7b97\u6cd5\u7ed3\u5408&#xff0c;DeepSeek\u53ef\u4ee5\u5bf9\u7528\u6237\u884c\u4e3a\u8fdb\u884c\u9884\u6d4b&#xff0c;\u84dd\u8018\u670d\u52a1\u5668\u5904\u7406\u548c\u5206\u6790\u5de8\u91cf\u4ea4\u6613\u6570\u636e&#xff0c;\u63d0\u5347\u98ce\u63a7\u80fd\u529b\u3002<\/p>\n<h5 id=\"3%E3%80%81%E8%87%AA%E5%8A%A8%E9%A9%BE%E9%A9%B6\"><span style=\"color:#0d0016\">3\u3001<\/span><span style=\"color:#fe2c24\">\u81ea\u52a8\u9a7e\u9a76<\/span><\/h5>\n<p>\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df&#xff0c;DeepSeek\u7684\u56fe\u50cf\u8bc6\u522b\u80fd\u529b\u7ed3\u5408\u84dd\u8018\u670d\u52a1\u5668\u7684GPU\u52a0\u901f&#xff0c;\u80fd\u591f\u5e2e\u52a9\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u8bc6\u522b\u8def\u51b5\u3001\u969c\u788d\u7269&#xff0c;\u4ece\u800c\u505a\u51fa\u5feb\u901f\u51b3\u7b56\u3002<\/p>\n<p># \u56fe\u50cf\u6570\u636e\u8bad\u7ec3\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b<br \/>\nmodel.fit(X_driving_images, y_driving_labels, epochs&#061;10)<\/p>\n<h3 id=\"%E6%80%BB%E7%BB%93\">\u4e94\u3001\u603b\u7ed3<\/h3>\n<p>\u84dd\u8018\u670d\u52a1\u5668\u4e0eDeepSeek\u7684\u7ed3\u5408&#xff0c;\u4e0d\u4ec5\u4ec5\u662f\u786c\u4ef6\u548c\u8f6f\u4ef6\u7684\u7b80\u5355\u53e0\u52a0&#xff0c;\u66f4\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u4e00\u6b21\u6280\u672f\u9769\u547d\u3002\u84dd\u8018\u670d\u52a1\u5668\u63d0\u4f9b\u5f3a\u5927\u7684\u8ba1\u7b97\u8d44\u6e90&#xff0c;\u800cDeepSeek\u4e3a\u8fd9\u4e00\u5f3a\u5927\u7684\u8ba1\u7b97\u5e73\u53f0\u5e26\u6765\u4e86\u7cbe\u786e\u3001\u9ad8\u6548\u7684\u667a\u80fd\u7b97\u6cd5\u3002\u901a\u8fc7\u8fd9\u4e00\u7ed3\u5408&#xff0c;\u5404\u884c\u5404\u4e1a\u5c06\u8fce\u6765\u66f4\u52a0\u667a\u80fd\u5316\u3001\u9ad8\u6548\u5316\u7684\u672a\u6765\u3002<\/p>\n<p>\u798f\u5229\u94fe\u63a5&#xff1a;https:\/\/cloud.lanyun.net\/\/#\/registerPage?promoterCode&#061;0131\u00a0<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" 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