{"id":77,"date":"2026-04-11T23:27:32","date_gmt":"2026-04-11T15:27:32","guid":{"rendered":"http:\/\/zyf.js.cn\/?p=77"},"modified":"2026-04-11T23:27:34","modified_gmt":"2026-04-11T15:27:34","slug":"77","status":"publish","type":"post","link":"http:\/\/zyf.js.cn\/index.php\/2026\/04\/11\/77\/","title":{"rendered":""},"content":{"rendered":"\n

\u8bfe\u7a0b\u90e8\u5206<\/h3>\n

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\u635f\u5931\u51fd\u6570<\/h4>\n

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\u68af\u5ea6\u4e0b\u964d\u6cd5<\/h4>\n

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\u5377\u79ef\u795e\u7ecf\u7f51\u7edcCNN<\/h4>\n

\u70b9\u51fb\u67e5\u770b\u8bfe\u7a0b\u94fe\u63a5<\/a><\/p>\n

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\u5377\u79ef\u5c42<\/h5>\n

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AI\u7ed9\u7684\u63cf\u8ff0\uff1a\u5c06\u5377\u79ef\u6838\u653e\u7f6e\u5728\u8f93\u5165\u56fe\u50cf\u7684\u8d77\u59cb\u4f4d\u7f6e\uff08\u901a\u5e38\u662f\u5de6\u4e0a\u89d2\uff09\uff0c\u5c06\u5377\u79ef\u6838\u8986\u76d6\u533a\u57df\u7684\u50cf\u7d20\u503c\u4e0e\u5377\u79ef\u6838\u5bf9\u5e94\u7684\u6743\u91cd\u503c\u9010\u4e00\u76f8\u4e58\uff0c\u518d\u5c06\u5c06\u6240\u6709\u4e58\u6cd5\u5f97\u5230\u7684\u7ed3\u679c\u76f8\u52a0\u3002\u5728\u6c42\u548c\u7ed3\u679c\u4e0a\u52a0\u4e0a\u4e00\u4e2a\u504f\u7f6e\u9879 <\/path><\/defs><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

\u6570\u5b66\u516c\u5f0f\uff1a<\/p>\n

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\u5377\u79ef\u5c42\u6d89\u53ca\u53c2\u6570\uff1a<\/h6>\n

\u6b65\u957f\uff1a\u6bcf\u6b21\u7684\u5c0f\u533a\u57df\u6ed1\u52a8\u51e0\u4e2a\u5355\u5143\u683c\u3002<\/p>\n

\u5377\u79ef\u6838\u5c3a\u5bf8\uff1a\u5377\u79ef\u6838\u5c3a\u5bf8\u8d8a\u5c0f\uff0c\u63d0\u53d6\u8d8a\u7cbe\u7ec6<\/p>\n

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\u5377\u79ef\u6838\u4e2a\u6570\uff1a\u51b3\u5b9a\u4e86\u8f93\u51fa\u7684\u901a\u9053\u6570 (Channels)\u3002<\/p>\n

\u5377\u79ef\u7ed3\u679c\u8ba1\u7b97\u516c\u5f0f\uff1a<\/h6>\n

\u957f\u5ea6\uff1a\n<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/rect><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

\u5bbd\u5ea6\uff1a<\/p>\n

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\n

\u53d8\u91cf\u542b\u4e49\u8bf4\u660e\uff1a<\/p>\n

\u5176\u4e2d <\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

\u6c60\u5316\u5c42<\/h5>\n

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\u6700\u5927\u6c60\u5316\uff1a\u5bf9\u5176\u4e2d\u4e00\u4e2a\u7279\u5f81\u56fe\uff0c\u6ed1\u52a8\u9009\u62e9\u4e0d\u540c\u7684\u533a\u57df\uff0c\u628a\u5176\u4e2d\u6700\u5927\u7684\u62ff\u51fa\u6765\u3002<\/p>\n

\u6574\u4f53\u67b6\u6784<\/h5>\n
    \n

  1. \u5377\u79ef\u5c42 (Conv)\uff1a\u63d0\u53d6\u7279\u5f81\u3002<\/p>\n<\/li>\n

  2. \u6fc0\u6d3b\u5c42 (ReLU)\uff1a\u5f15\u5165\u975e\u7ebf\u6027\uff0c\u51b3\u5b9a\u54ea\u4e9b\u7279\u5f81\u88ab\u4fdd\u7559\u3002<\/p>\n<\/li>\n

  3. \u6c60\u5316\u5c42 (Pool)\uff1a\u538b\u7f29\u7279\u5f81\uff0c\u51cf\u5c11\u8ba1\u7b97\u91cf\u3002<\/p>\n

    \u7ecf\u4e0a\u9762\u4e09\u5c42\u540e\uff0c\u7ecf\u8fc7\u8f6c\u6362\uff0c\u5c06\u4e09\u7ef4\u5f20\u91cf\u62c9\u6210\u4e00\u7ef4\u5411\u91cf\uff0c\u8fdb\u5165\u5168\u8fde\u63a5\u5c42\uff0c\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<\/li>\n\n<\/ol>\n

    \u6b8b\u5dee\u7f51\u7edc<\/h5>\n

    \u5728\u6b8b\u5dee\u7f51\u7edc\u51fa\u73b0\u4e4b\u524d\uff0c\u795e\u7ecf\u7f51\u7edc\u5806\u53e0\u5f97\u8d8a\u6df1\uff0c\u6027\u80fd\u53cd\u800c\u4e0b\u964d\u3002<\/p>\n

    \u5982\u679c\u6709\u4e00\u5c42\u7684\u6548\u679c\u4e0d\u597d\uff0c\u90a3\u4e48\u8f93\u51fa <\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    \u611f\u53d7\u91ce<\/h5>\n

    \u611f\u53d7\u91ce\u6307\u7684\u662f\u8f93\u51fa\u7279\u5f81\u56fe\u4e0a\u7684\u4e00\u4e2a\u50cf\u7d20\u70b9\uff0c\u5728\u539f\u59cb\u8f93\u5165\u56fe\u50cf\u4e0a\u80fd\u770b\u5230\u7684\u8303\u56f4\u6709\u591a\u5927\uff0c\u5373\u6709\u591a\u5c11\u4e2a\u503c\u53c2\u4e0e\u8ba1\u7b97\u5f97\u5230\u7684\u3002<\/p>\n

    \u611f\u53d7\u91ce\u8ba1\u7b97\u516c\u5f0f\uff08\u4ece\u524d\u5f80\u540e\u63a8\u5bfc\uff09\uff1a<\/p>\n

    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    \n

    <\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/defs><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

     <\/p>\n

    \u4f8b\uff1a\u4e00\u4e2a\u5806\u53e03\u4e2a3*3\u7684\u5377\u79ef\u5c42\uff0c\u5e76\u4e14\u4fdd\u6301\u6ed1\u52a8\u7a97\u53e3\u6b65\u957f\u4e3a1\u3002<\/p>\n

    \"image-20260319171223705\"<\/p>\n

    First Conv\u4e3a\u7b2c\u4e00\u5c42\uff0c\u4f9d\u6b21\u5411\u540e\u5ef6<\/p>\n

    \u6240\u6709\u5c42\u7684\u5377\u79ef\u6838\u5927\u5c0f <\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    \u7b2c\u4e00\u5c42\u7684\u611f\u53d7\u91ce <\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    \u901a\u8fc7\u516c\u5f0f\u8ba1\u7b97\u7b2c\u4e8c\u5c42<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    \u63a5\u7740\u8ba1\u7b97\u7b2c\u4e09\u5c42<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    \u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff0cLSTM\uff09<\/h4>\n

    \u5728\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u4e2d\uff0c\u6bcf\u4e00\u6b21\u4fe1\u606f\u5904\u7406\u90fd\u662f\u72ec\u7acb\u7684\uff1b\u4f46\u5728 RNN \u4e2d\uff0c\u6a21\u578b\u4f1a\u201c\u8bb0\u4f4f\u201d\u4e4b\u524d\u7684\u4fe1\u606f\uff0c\u8fd9\u5bf9\u4e8e\u5904\u7406\u5e8f\u5217\u6570\u636e\u975e\u5e38\u6709\u4f18\u52bf\u3002RNN\u7684\u5f31\u70b9\u662f\u5f53\u5e8f\u5217\u975e\u5e38\u957f\u65f6\uff0c\u7531\u4e8e\u5728\u53cd\u5411\u4f20\u64ad\u8fc7\u7a0b\u4e2d\u68af\u5ea6\u88ab\u8fde\u4e58\u4e86\u592a\u591a\u6b21\uff0c\u4f20\u5230\u524d\u9762\u7684\u5c42\u65f6\u5df2\u7ecf\u8d8b\u8fd1\u4e8e 0\u3002\u6bd4\u5982\u4e00\u672c\u4e66RNN \u5f80\u5f80\u53ea\u80fd\u8bb0\u4f4f\u6700\u8fd1\u7684\u51e0\u4e2a\u8bcd\uff0c\u800c\u5fd8\u4e86\u6587\u7ae0\u5f00\u5934\u8bb2\u4e86\u4ec0\u4e48\u3002<\/p>\n

    LSTM\u5728RNN\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6539\u8fdb\uff0cLSTM\u901a\u8fc7\u63a7\u5236\u53c2\u6570\uff0c\u51b3\u5b9a\u4ec0\u4e48\u6837\u7684\u4fe1\u606f\u4f1a\u88ab\u4fdd\u7559\u4ec0\u4e48\u6837\u7684\u4f1a\u88ab\u9057\u5fd8\uff0c\u53ea\u8bb0\u5fc6\u91cd\u8981\u4fe1\u606f\u3002<\/p>\n

    RNN<\/h5>\n

    \u70b9\u51fb\u67e5\u770b\u8bfe\u7a0b\u94fe\u63a5<\/a><\/p>\n

    \"image-20260320002032325\"<\/p>\n

    \u56fe\u4e0a\u662f\u4e00\u4e2a\u591a\u8f93\u5165\u591a\u8f93\u51fa\u6a21\u578b\u4e2d\u7684\u4e00\u4e2a\u5355\u5143\u3002<\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    W\u662f\u6743\u91cd\u53c2\u6570\uff0ctanh\u662f\u6fc0\u6d3b\u51fd\u6570\uff0cb\u4e3a\u504f\u7f6e\u9879\u3002<\/p>\n

    \u7279\u70b9<\/h6>\n

    1.\u4e32\u8054\u7ed3\u6784\uff1a\u4f53\u73b0\u51fa\u201c\u524d\u56e0\u540e\u679c\u201d\uff0c\u540e\u9762\u7ed3\u679c\u7684\u751f\u6210\uff0c\u8981\u53c2\u8003\u524d\u9762\u7684\u4fe1\u606f\u3002<\/p>\n

    2.\u6240\u6709\u7279\u5f81\u5171\u4eab\u540c\u4e00\u5957\u53c2\u6570\u3002<\/p>\n

    \u635f\u5931\u51fd\u6570<\/h6>\n

    \u6574\u4e2a\u5e8f\u5217\u7684\u635f\u5931\u51fd\u6570=\u5355\u4e2a\u65f6\u95f4\u6b65\u7684\u635f\u5931\u51fd\u6570\u52a0\u8d77\u6765<\/p>\n

    \u53cd\u5411\u4f20\u64ad<\/h6>\n

    \u524d\u9762\u7684BP\u7b97\u6cd5<\/p>\n

    RNN\u7684\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8<\/h6>\n

    \u68af\u5ea6\u6d88\u5931\uff1a\u53c2\u6570\u66f4\u65b0\u53ea\u80fd\u6355\u6349\u5230\u5c40\u90e8\u4f9d\u8d56\u5173\u7cfb\uff0c\u6ca1\u6cd5\u518d\u6355\u6349\u5e8f\u5217\u4e4b\u95f4\u7684\u957f\u671f\u5173\u8054\u6216\u8005\u4f9d\u8d56\u5173\u7cfb<\/p>\n

    \u7f51\u683c\u53c2\u6570\u68af\u5ea6\u63a8\u5bfc\uff1a<\/p>\n

    \"image-20260320121209631\"<\/p>\n

    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/g><\/use><\/g><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/mjx-container>

    \"image-20260320110308172\"<\/p>\n

    \"image-20260320110333820\"<\/p>\n

    W\u8f83\u5c0f\u65f6\uff080-1\uff09\uff0c\u7ecf\u8fc7\u591a\u6b21\u8fde\u4e58\uff0c\u4f1a\u5bfc\u81f4\u68af\u5ea6\u6d88\u5931\u3002<\/p>\n

    W\u8f83\u5927\u65f6\uff0c\u7ecf\u8fc7\u591a\u6b21\u8fde\u4e58\uff0c\u4f1a\u5bfc\u81f4\u68af\u5ea6\u7206\u70b8\u3002<\/p>\n

    LSTM<\/h5>\n

    \u70b9\u51fb\u67e5\u770b\u8bfe\u7a0b\u94fe\u63a5<\/a><\/p>\n

    \"A<\/p>\n

    \n
    \u5404\u4e2a\u5355\u5143\u6240\u8d77\u5230\u7684\u4f5c\u7528\uff1a<\/h6>\n

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    \n

    <\/p>\n

     <\/p>\n

     <\/p>\n

     <\/p>\n

     <\/p>\n

     <\/p>\n

     <\/p>\n

     <\/p>\n

     <\/p>\n\n","protected":false},"excerpt":{"rendered":"

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