{"id":1684,"date":"2024-12-03T07:38:00","date_gmt":"2024-12-02T23:38:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1684"},"modified":"2024-11-08T20:49:28","modified_gmt":"2024-11-08T12:49:28","slug":"%e7%b4%a7%e8%b7%9f%e6%bd%ae%e6%b5%81%ef%bc%81%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%bc%9a%e8%ae%a9%e4%bd%a0%e7%9a%84%e4%ba%a4%e6%98%93%e6%99%ba%e6%85%a7%e7%88%86%e5%8f%91%e5%bc%8f%e6%8f%90%e5%8d%87","status":"publish","type":"post","link":"https:\/\/www.laoyulaoyu.com\/index.php\/2024\/12\/03\/%e7%b4%a7%e8%b7%9f%e6%bd%ae%e6%b5%81%ef%bc%81%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%bc%9a%e8%ae%a9%e4%bd%a0%e7%9a%84%e4%ba%a4%e6%98%93%e6%99%ba%e6%85%a7%e7%88%86%e5%8f%91%e5%bc%8f%e6%8f%90%e5%8d%87\/","title":{"rendered":"\u7d27\u8ddf\u6f6e\u6d41\uff01\u673a\u5668\u5b66\u4e60\u4f1a\u8ba9\u4f60\u7684\u4ea4\u6613\u667a\u6167\u7206\u53d1\u5f0f\u63d0\u5347"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/11\/102801.png\" alt=\"\" class=\"wp-image-2863\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u5728\u77ac\u606f\u4e07\u53d8\u7684\u91d1\u878d\u4e16\u754c\u4e2d\uff0c\u6211\u4eec\u603b\u662f\u5728\u5bfb\u627e\u66f4\u597d\u7684\u65b9\u6cd5\u6765\u628a\u63e1\u5e02\u573a\u65f6\u673a\u3002\u4eca\u5929\uff0c\u6211\u8981\u548c\u5927\u5bb6\u5206\u4eab\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u5de5\u5177\u2014\u2014<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5b83\u5c06\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u5f3a\u5927\u529b\u91cf\u4e0e\u4f20\u7edf\u6280\u672f\u5206\u6790\u76f8\u7ed3\u5408\uff0c\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u5e02\u573a\u9884\u6d4b\u548c\u4ea4\u6613\u4fe1\u53f7\u751f\u6210\u89c6\u89d2\u3002<\/mark>\u8fd9\u4e2a\u5de5\u5177\u7684\u6838\u5fc3\uff0c\u662f\u6f5c\u5728\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff08LGMM\uff09\u4e0e\u591a\u9879\u5f0f\u56de\u5f52\u7684\u5de7\u5999\u878d\u5408\u3002\u542c\u8d77\u6765\u5f88\u590d\u6742\uff1f\u522b\u62c5\u5fc3\uff0c\u6211\u63a5\u4e0b\u6765\u4f1a\u7528\u7b80\u5355\u7684\u8bed\u8a00\u6765\u89e3\u91ca\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e00\u3001\u5de5\u4f5c\u539f\u7406<\/strong><\/h3>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u60f3\u8c61\u4e00\u4e0b\uff0c\u5f53\u6211\u4eec\u62e5\u6709\u4e00\u4e2a\u5f3a\u5927\u7684AI\u5927\u8111\uff0c\u5b83\u80fd\u591f\u5b66\u4e60\u5e02\u573a\u7684\u5386\u53f2\u6570\u636e\uff0c\u627e\u51fa\u90a3\u4e9b\u9690\u85cf\u7684\u6a21\u5f0f\u548c\u5173\u8054\u3002\u8fd9\u5c31\u662f<strong>\u6f5c\u5728\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff08LGMM\uff09<\/strong>\u7684\u4f5c\u7528<strong>\u2014\u2014\u5b83\u50cf\u662f\u4e00\u4e2a\u4fa6\u63a2<\/strong>\uff0c\u901a\u8fc7\u5206\u6790\u6570\u636e\u6765\u63ed\u793a\u5e02\u573a\u7684\u79d8\u5bc6\u3002\u7136\u540e\uff0c\u6211\u4eec\u518d\u52a0\u5165<strong>\u591a\u9879\u5f0f\u56de\u5f52<\/strong>\u2014\u2014\u8fd9\u662f\u4e00\u79cd\u7edf\u8ba1\u5b66\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u9884\u6d4b\u672a\u6765\u7684\u5e02\u573a\u8d8b\u52bf\u3002\u800c\u5b83\u5c31<strong>\u50cf\u662f\u4e00\u4e2a\u9884\u8a00\u5bb6<\/strong>\uff0c\u901a\u8fc7\u8fc7\u53bb\u7684\u6570\u636e\u6765\u9884\u6d4b\u672a\u6765\u3002<\/p>\n\n\n\n<p>\u5c06\u8fd9\u4e24\u8005\u7ed3\u5408\u8d77\u6765\uff0c\u6211\u4eec\u5c31\u5f97\u5230\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684AI\u5de5\u5177\uff0c\u80fd\u591f\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u5e02\u573a\u8d70\u52bf\uff0c\u751f\u6210\u66f4\u53ef\u9760\u7684\u4ea4\u6613\u4fe1\u53f7\u3002\u8fd9\u5c31\u50cf\u662f\u7ed9\u4e86\u6211\u4eec\u4e00\u53cc\u6d1e\u5bdf\u5e02\u573a\u7684\u6167\u773c\uff0c\u5e2e\u52a9\u6211\u4eec\u505a\u51fa\u66f4\u660e\u667a\u7684\u6295\u8d44\u51b3\u7b56\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/11\/image-42.png\" alt=\"\" class=\"wp-image-2861\"\/><\/figure>\n<\/div>\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u5e94\u7528\u6548\u679c<\/strong><\/h3>\n\n\n\n<p id=\"7e0b\">\u8ba9\u6211\u4eec\u4ee5 2020 \u5e74\u81f3 2024 \u5e74\u671f\u95f4\u7684\u9053\u743c\u65af\u5de5\u4e1a\u5e73\u5747\u6307\u6570 ETF (DIA) \u8fdb\u884c\u6d4b\u8bd5\u4e3e\u4f8b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4e2a\u671f\u95f4\u7ecf\u5386\u4e86 COVID-19 <\/li>\n\n\n\n<li>\u7136\u540e\u662f\u663e\u8457\u7684\u6062\u590d<\/li>\n\n\n\n<li>\u9047\u5230\u4e86\u901a\u8d27\u81a8\u80c0\u95ee\u9898<\/li>\n\n\n\n<li>\u52a0\u606f\u51cf\u606f\u5468\u671f<\/li>\n<\/ul>\n\n\n\n<p>\u7ed3\u679c\u5982\u4f55\uff1f\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8be5\u6a21\u578b\u6210\u529f\u8bc6\u522b\u4e86\u4ef7\u683c\u4e0b\u8dcc\u65f6\u7684\u4e3b\u8981\u4e70\u5165\u673a\u4f1a\u548c\u4ef7\u683c\u4e0a\u6da8\u65f6\u7684\u6f5c\u5728\u5356\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/11\/image-43-1024x509.png\" alt=\"\" class=\"wp-image-2862\"\/><\/figure>\n\n\n\n<p>\u6211\u5728\u6211\u7684 Google Colab \u7b14\u8bb0\u672c\u4e2d\u5206\u4eab\u4e86\u5b8c\u6574\u7684\u5b9e\u65bd\u8fc7\u7a0b\u4ee3\u7801\uff0c\u5730\u5740\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/colab.research.google.com\/drive\/1MEt8TIvZRTla8Jj-1l6B5JASq0Z8-WSj?usp=sharing\">https:\/\/colab.research.google.com\/drive\/1MEt8TIvZRTla8Jj-1l6B5JASq0Z8-WSj?usp=sharing<\/a><\/p>\n\n\n\n<p><em>\u8bf7\u8bb0\u4f4f\u6700\u597d\u7684\u4ee3\u7801\u662f\u4f60\u80fd\u7406\u89e3\u5e76\u80fd\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u4fee\u6539\u7684\u4ee3\u7801\u3002\u8bf7\u4e0d\u8981\u5bb3\u6015\u5c1d\u8bd5\uff0c\u8ba9\u5b83\u6210\u4e3a\u4f60\u81ea\u5df1\u7684\u4ee3\u7801\uff01<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e09\u3001\u4ee3\u7801\u8bf4\u660e<\/strong><\/h3>\n\n\n\n<p><strong>1. \u8bbe\u7f6e\u6570\u636e\u7ba1\u9053<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>def get_clean_financial_data(ticker, start_date, end_date):\n    data = yf.download(ticker, start=start_date, end=end_date)\n    data.columns = data.columns.get_level_values(0)\n    data = data.ffill()\n    data.index = data.index.tz_localize(None)\n    return data<\/code><\/pre>\n\n\n\n<p id=\"5159\">\u8be5\u51fd\u6570\u662f\u6211\u4eec\u7684\u6570\u636e\u57fa\u7840\u3002\u5b83\u7684\u4f5c\u7528\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 yfinance \u4e0b\u8f7d\u80a1\u7968\u6570\u636e\uff1b<\/li>\n\n\n\n<li>\u6e05\u7406\u5217\u7ed3\u6784\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u524d\u5411\u586b\u5145\u6cd5\u5904\u7406\u4efb\u4f55\u7f3a\u5931\u503c\uff1b<\/li>\n\n\n\n<li>\u7edf\u4e00\u65f6\u533a\uff0c\u9632\u6b62\u65f6\u95f4\u6df7\u4e71\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u51c6\u5907\u6211\u4eec\u7684\u7279\u8272\u529f\u80fd<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>data = data.reset_index()\ndata&#91;'Date_Ordinal'] = pd.to_numeric(data&#91;'Date'].map(pd.Timestamp.toordinal))\nX = data&#91;&#91;'Date_Ordinal']].values\ny = data&#91;'Close'].values<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6211\u4eec\u5c06\u65e5\u671f\u8f6c\u6362\u6210\u8ba1\u7b97\u673a\u53ef\u4ee5\u7406\u89e3\u7684\u6570\u503c\uff1b<\/li>\n\n\n\n<li>\u63d0\u53d6\u6211\u4eec\u7684\u7279\u5f81\uff08X\uff09\u548c\u76ee\u6807\u53d8\u91cf\uff08y\uff09\uff1b<\/li>\n\n\n\n<li>\u65e5\u671f\u8f6c\u6362\u5bf9\u6211\u4eec\u6570\u5b66\u6a21\u578b\u7684\u8fd0\u884c\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>3. \u5efa\u7acb\u9ad8\u65af\u6df7\u5408\u6a21\u578b<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>gmm = GaussianMixture(n_components=3, covariance_type='full', random_state=42)\ngmm.fit(X)\nlatent_features = gmm.predict_proba(X)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u521b\u5efa\u5305\u542b 3 \u4e2a\u7ec4\u6210\u90e8\u5206\u7684 GMM\uff08\u5c06\u5b83\u4eec\u89c6\u4e3a\u5e02\u573a\u72b6\u6001\uff09\uff1b<\/li>\n\n\n\n<li>\u6570\u636e\u62df\u5408\uff1b<\/li>\n\n\n\n<li>\u63d0\u53d6\u5404\u5dde\u7684\u6982\u7387\u5206\u6570\uff08\u8fd9\u4e9b\u6982\u7387\u4f1a\u6210\u4e3a\u6211\u4eec\u7684 &#8220;\u9690\u85cf &#8220;\u7279\u5f81\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>4. \u6a21\u578b\u7ec4\u5408<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>X_latent = np.hstack(&#91;X, latent_features])\npoly_reg = make_pipeline(PolynomialFeatures(degree=2), LinearRegression())\npoly_reg.fit(X_latent, y)<\/code><\/pre>\n\n\n\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u878d\u5408\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u9884\u6d4b\u6548\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528 GMM \u6982\u7387\u5806\u53e0\u6211\u4eec\u7684\u539f\u59cb\u7279\u5f81\uff1b<\/li>\n\n\n\n<li>\u521b\u5efa\u591a\u9879\u5f0f\u56de\u5f52\u7ba1\u9053\uff1b<\/li>\n\n\n\n<li>\u5c06\u6240\u6709\u5185\u5bb9\u6574\u5408\u5728\u4e00\u8d77\uff0c\u8fdb\u884c\u66f4\u7ec6\u81f4\u7684\u9884\u6d4b\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>5. \u751f\u6210\u4ea4\u6613\u4fe1\u53f7<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>residuals = y - y_pred\nstd_dev = np.std(residuals)\nupper_bound = y_pred + 2 * std_dev\nlower_bound = y_pred - 2 * std_dev\n\ndata&#91;'Buy_Signal'] = np.where(y &lt; lower_bound, 1, 0)\ndata&#91;'Sell_Signal'] = np.where(y &gt; upper_bound, 1, 0)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ba1\u7b97\u4ef7\u683c\u4e0e\u9884\u6d4b\u7684\u504f\u5dee\u7a0b\u5ea6\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u6807\u51c6\u504f\u5dee\u8bbe\u7f6e\u754c\u9650\uff08\u53ef\u4ee5\u8fdb\u884c\u00b12 \u7684\u533a\u95f4\u8c03\u6574\uff09\uff1b<\/li>\n\n\n\n<li>\u6839\u636e\u8fd9\u4e9b\u754c\u9650\u751f\u6210\u660e\u786e\u7684\u4e70\u5165\/\u5356\u51fa\u4fe1\u53f7\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>6. \u53ef\u89c6\u5316\u9a8c\u8bc1<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>plt.plot(data&#91;'Date'], y, color='blue', label='Actual Closing Price')\nplt.plot(data&#91;'Date'], y_pred, color='red', linestyle='--', label='Fitted Values')\nplt.plot(data&#91;'Date'], upper_bound, color='green', linestyle=':', label='Upper Bound')\nplt.plot(data&#91;'Date'], lower_bound, color='green', linestyle=':', label='Lower Bound')\n\n# Add buy\/sell signals\nplt.scatter(buy_signals&#91;'Date'], buy_signals&#91;'Close'], marker='^', color='magenta', label='Buy Signal')\nplt.scatter(sell_signals&#91;'Date'], sell_signals&#91;'Close'], marker='v', color='orange', label='Sell Signal')<\/code><\/pre>\n\n\n\n<p>\u53ef\u89c6\u5316\u5c55\u793a\u5e26\u6765\u4e86\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c55\u793a\u5b9e\u9645\u4ef7\u683c\u53d8\u52a8\uff1b<\/li>\n\n\n\n<li>\u8fdb\u884c\u6a21\u578b\u9884\u6d4b\uff1b<\/li>\n\n\n\n<li>\u663e\u793a\u4ea4\u6613\u5e26\uff1b<\/li>\n\n\n\n<li>\u7ed9\u51fa\u660e\u786e\u7684\u4e70\u5165\/\u5356\u51fa\u4fe1\u53f7\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>7. \u76f8\u5173\u63d0\u793a<\/strong><\/p>\n\n\n\n<p>\u4f60\u4e00\u5b9a\u60f3\u5c1d\u8bd5\u4e00\u4e0b\u4fee\u6539\u4ee3\u7801\u4f9b\u81ea\u5df1\u4f7f\u7528\u5427\uff1f\u8fd9\u91cc\u6709\u4e00\u4e9b\u53c2\u6570\u53ef\u4f9b\u8c03\u6574\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u65af\u6df7\u5408\u7269\u4e2d\uff08GaussianMixture\uff09\u4e2d\u7684 <code>n_components<\/code>\uff0c\u53ef\u4ee5\u9488\u5bf9\u4e0d\u540c\u7684\u5e02\u573a\u590d\u6742\u5ea6\uff0c\u53ef\u5c1d\u8bd5 2-5 \u8fd9\u4e9b\u6570\u503c\u3002<\/li>\n\n\n\n<li>\u6807\u51c6\u504f\u5dee\u4e58\u6570\uff08Standard deviation multiplier&nbsp;\uff09\uff0c\u76ee\u524d\u4e3a 2\uff0c\u53ef\u6839\u636e\u4fe1\u53f7\u7075\u654f\u5ea6\u8fdb\u884c\u8c03\u6574\u3002<\/li>\n\n\n\n<li>\u591a\u9879\u5f0f\u5ea6\u6570\uff08Polynomial degree\uff09\uff0c\u76ee\u524d\u4e3a 2\uff0chigher = \u66f4\u590d\u6742\u7684\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li>\u8fd8\u53ef\u4ee5\u7528\u4e0d\u540c\u7684\u6280\u672f\u6307\u6807\u4f5c\u4e3a\u9644\u52a0\u529f\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u56db\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<p>\u8fd9\u5957\u4ee3\u7801\u4e0d\u4ec5\u80fd\u9884\u6d4b\u5e02\u573a\uff0c\u8fd8\u80fd\u66f4\u597d\u5730\u7406\u89e3\u5e02\u573a\u3002\u4ece\u57fa\u672c\u7684\u4ef7\u683c\u8d70\u52bf\u5230\u6211\u4eec\u7684 GMM \u53d1\u73b0\u7684\u9690\u85cf\u6a21\u5f0f\uff0c\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u589e\u52a0\u4e86\u4e00\u5c42\u6d1e\u5bdf\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u673a\u5668\u5b66\u4e60\u5728\u5e02\u573a\u9884\u6d4b\u4e2d\u7684\u5e94\u7528<\/strong>\uff1a\u901a\u8fc7\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08LGMM\u548c\u591a\u9879\u5f0f\u56de\u5f52\uff09\uff0c\u53ef\u4ee5\u66f4\u7cbe\u786e\u5730\u9884\u6d4b\u5e02\u573a\u8d70\u52bf\uff0c\u5e76\u8bc6\u522b\u51fa\u4f20\u7edf\u65b9\u6cd5\u53ef\u80fd\u9057\u6f0f\u7684\u4ea4\u6613\u673a\u4f1a\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u63d0\u53d6\u7684\u91cd\u8981\u6027<\/strong>\uff1a\u5728\u5efa\u7acb\u9884\u6d4b\u6a21\u578b\u65f6\uff0c\u5bf9\u6570\u636e\u7684\u6b63\u786e\u5904\u7406\u548c\u7279\u5f81\u7684\u63d0\u53d6\u5bf9\u4e8e\u6a21\u578b\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u878d\u5408\u4ee5\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u6027<\/strong>\uff1a\u53ef\u4ee5\u5c06LGMM\u6a21\u578b\u7684\u8f93\u51fa\u4e0e\u591a\u9879\u5f0f\u56de\u5f52\u6a21\u578b\u7ed3\u5408\u7684\u65b9\u6cd5\uff0c\u4ee5\u63d0\u9ad8\u5e02\u573a\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n\n\n\n<li><strong>\u4ea4\u6613\u4fe1\u53f7\u7684\u751f\u6210\u548c\u9a8c\u8bc1<\/strong>\uff1a\u901a\u8fc7\u8bbe\u7f6e\u7edf\u8ba1\u754c\u9650\uff0c\u751f\u6210\u4e86\u6e05\u6670\u7684\u4e70\u5356\u4fe1\u53f7\uff0c\u5e76\u901a\u8fc7\u53ef\u89c6\u5316\u624b\u6bb5\u9a8c\u8bc1\u4e86\u6a21\u578b\u7684\u6709\u6548\u6027\u3002<\/li>\n\n\n\n<li><strong>\u5b9a\u5236\u548c\u8c03\u6574\u6a21\u578b\u4ee5\u9002\u5e94\u4e2a\u4eba\u4ea4\u6613\u7b56\u7565<\/strong>\uff1a\u9f13\u52b1\u5927\u5bb6\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u5bf9\u6a21\u578b\u8fdb\u884c\u5b9a\u5236\u548c\u8c03\u6574\uff0c\u4f8b\u5982\u901a\u8fc7\u6539\u53d8LGMM\u4e2d\u7684\u6210\u5206\u6570\u91cf\u3001\u8c03\u6574\u6807\u51c6\u504f\u5dee\u4e58\u6570\u3001\u6539\u53d8\u591a\u9879\u5f0f\u5ea6\u6570\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u5982\u679c\u4f60\u5bf9\u5e02\u573a\u9884\u6d4b\u548c\u4ea4\u6613\u4fe1\u53f7\u751f\u6210\u611f\u5174\u8da3\uff0c\u4e0d\u59a8\u8bd5\u8bd5\u8fd9\u4e2a\u7ed3\u5408\u4e86AI\u548c\u4f20\u7edf\u6280\u672f\u5206\u6790\u7684\u65b0\u65b9\u6cd5\u3002\u5b83\u53ef\u80fd\u4f1a\u7ed9\u4f60\u5e26\u6765\u610f\u60f3\u4e0d\u5230\u7684\u6536\u83b7\uff01<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u672c\u6587\u80fd\u7ed9\u60a8\u5e26\u6765\u65b0\u7684\u6536\u83b7\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u7684\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u8bf7\u7ed9\u6211\u7559\u8a00\uff0c\u5fc5\u590d\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><mark style=\"background-color:#ffffff\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u672c\u6587\u5185\u5bb9\u4ec5\u4ec5\u662f\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u5e76\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/mark><\/strong><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/www.laoyulaoyu.com\/index.php\/2024\/12\/03\/%e7%b4%a7%e8%b7%9f%e6%bd%ae%e6%b5%81%ef%bc%81%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%bc%9a%e8%ae%a9%e4%bd%a0%e7%9a%84%e4%ba%a4%e6%98%93%e6%99%ba%e6%85%a7%e7%88%86%e5%8f%91%e5%bc%8f%e6%8f%90%e5%8d%87\/\">Continue reading<span class=\"screen-reader-text\">\u7d27\u8ddf\u6f6e\u6d41\uff01\u673a\u5668\u5b66\u4e60\u4f1a\u8ba9\u4f60\u7684\u4ea4\u6613\u667a\u6167\u7206\u53d1\u5f0f\u63d0\u5347<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[3,5,6],"class_list":{"0":"post-1684","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-aiinvest","7":"tag-ai","9":"tag-6","10":"entry"},"_links":{"self":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1684","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=1684"}],"version-history":[{"count":2,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1684\/revisions"}],"predecessor-version":[{"id":1686,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1684\/revisions\/1686"}],"wp:attachment":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=1684"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=1684"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=1684"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}