{"id":2183,"date":"2025-04-24T07:42:00","date_gmt":"2025-04-23T23:42:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=2183"},"modified":"2025-04-09T19:51:15","modified_gmt":"2025-04-09T11:51:15","slug":"ai%e9%87%8f%e5%8c%96%e5%9b%a2%e9%98%9f%e4%ba%b2%e6%b5%8b%ef%bc%9awilliams-r%e7%ad%96%e7%95%a5%e8%bf%99%e6%a0%b7%e7%94%a8%ef%bc%8c%e8%83%9c%e7%8e%87%e7%9b%b4%e6%8e%a5%e7%bf%bb%e5%80%8d","status":"publish","type":"post","link":"https:\/\/www.laoyulaoyu.com\/index.php\/2025\/04\/24\/ai%e9%87%8f%e5%8c%96%e5%9b%a2%e9%98%9f%e4%ba%b2%e6%b5%8b%ef%bc%9awilliams-r%e7%ad%96%e7%95%a5%e8%bf%99%e6%a0%b7%e7%94%a8%ef%bc%8c%e8%83%9c%e7%8e%87%e7%9b%b4%e6%8e%a5%e7%bf%bb%e5%80%8d\/","title":{"rendered":"AI\u91cf\u5316\u56e2\u961f\u4eb2\u6d4b\uff1aWilliams %R\u7b56\u7565\u8fd9\u6837\u7528\uff0c\u80dc\u7387\u76f4\u63a5\u7ffb\u500d"},"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 fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"383\" src=\"https:\/\/blog.laoyulaoyu.top\/wp-content\/uploads\/2025\/04\/0171a0a4e2e03197d9828eb0096b8ed55ea62c2a.webp\" alt=\"\" class=\"wp-image-2190\" srcset=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/0171a0a4e2e03197d9828eb0096b8ed55ea62c2a.webp 900w, https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/0171a0a4e2e03197d9828eb0096b8ed55ea62c2a-300x128.webp 300w, https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/0171a0a4e2e03197d9828eb0096b8ed55ea62c2a-768x327.webp 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/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>\u6211\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u5c0f\u4f17\u6307\u6807\u201cWilliams %R\u201d\uff0c\u505a\u4e86\u4e00\u5957\u8d85\u5b9e\u7528\u7684\u4e70\u5356\u7b56\u7565\uff0c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5728\u82f9\u679c\u80a1\u7968\u4e0a\u56de\u6d4b\u51fa21.48%\u7684\u6536\u76ca\u7387\uff0c\u80dc\u738783%\uff01<\/mark>\u7b56\u7565+\u4ee3\u7801\u90fd\u6253\u5305\u9001\u4e0a\uff0c\u4ee3\u7801\u7b80\u5355\uff0c\u9002\u5408\u5c0f\u767d\u4e0a\u624b\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4ec0\u4e48\u662f Williams %R \uff1f<\/strong><\/h2>\n\n\n\n<p>\u5f88\u591a\u670b\u53cb\u7092\u80a1\u770bKDJ\u3001MACD\u3001RSI\uff0c\u770b\u5f97\u5934\u5927\u3002\u6211\u4eca\u5929\u4ecb\u7ecd\u7684\u8fd9\u4e2a\u53eb\u300cWilliams %R\u300d\uff0c\u5176\u5b9e\u6bd4\u8fd9\u4e9b\u8fd8\u7b80\u5355\u3002\u5b83\u7684\u4f5c\u7528\u5c31\u4e00\u4e2a\u5b57\uff1a<strong>\u6293\u201c\u62d0\u70b9\u201d<\/strong>\uff01<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udccc \u5c31\u662f\u544a\u8bc9\u4f60\uff1a\u73b0\u5728\u662f\u4e0d\u662f\u8be5\u4e70\u4e86\uff0c\u6216\u8005\u5dee\u4e0d\u591a\u8be5\u5356\u4e86\u3002<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u2705\u6307\u6807\u8303\u56f4\uff1a0\u5230-100<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u4e8e -20\uff1a\u6709\u70b9\u201c\u8d35\u201d\u4e86\uff0c\u5e02\u573a\u53ef\u80fd\u8fc7\u70ed\u4e86\uff08\u522b\u6025\u7740\u4e70\uff09\uff1b<\/li>\n\n\n\n<li>\u4f4e\u4e8e -80\uff1a\u4fbf\u5b9c\u4e86\uff0c\u53ef\u80fd\u5feb\u53cd\u5f39\u4e86\uff08\u53ef\u4ee5\u8003\u8651\u4e70\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"269\" src=\"https:\/\/blog.laoyulaoyu.top\/wp-content\/uploads\/2025\/04\/1_cd_PaDfZv7Q_wX8A7cY-4g-1.png\" alt=\"\" class=\"wp-image-2185\" srcset=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/1_cd_PaDfZv7Q_wX8A7cY-4g-1.png 800w, https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/1_cd_PaDfZv7Q_wX8A7cY-4g-1-300x101.png 300w, https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/1_cd_PaDfZv7Q_wX8A7cY-4g-1-768x258.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>\u8bf4\u767d\u4e86\u5c31\u662f\uff1a\u770b\u4ef7\u683c\u5904\u5728\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\u7684\u76f8\u5bf9\u4f4d\u7f6e\uff0c\u5224\u65ad\u662f\u4e0d\u662f\u201c\u8d85\u4e70\u201d\u6216\u201c\u8d85\u5356\u201d\u3002<\/p>\n\n\n\n<p>\ud83d\udcca <strong>\u516c\u5f0f\u5982\u4e0b\uff08\u4e0d\u7528\u6b7b\u8bb0\uff0c\u4ee3\u7801\u81ea\u52a8\u7b97\uff09<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%R = (\u6700\u8fd114\u5929\u7684\u6700\u9ad8\u4ef7 - \u5f53\u524d\u6536\u76d8\u4ef7) \/ (\u6700\u9ad8\u4ef7 - \u6700\u4f4e\u4ef7) * -100<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u7b56\u7565\u600e\u4e48\u73a9\uff1f<\/strong><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u53ea\u9700\u8bb0\u4f4f\u4e24\u4ef6\u4e8b\uff0c\u5c31\u80fd\u8ba9\u8fd9\u4e2a\u7b56\u7565\u8dd1\u8d77\u6765\ud83d\udc47<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\ud83d\udfe2 \u4e70\u5165\u4fe1\u53f7\uff1a\u6307\u6807\u4f4e\u4e8e -80\uff08\u8d85\u5356\uff09<\/strong><\/p>\n\n\n\n<p>\u8fd9\u8bf4\u660e\u80a1\u4ef7\u88ab\u4f4e\u4f30\u4e86\uff0c\u53ef\u80fd\u53cd\u5f39\u4e86\uff0c\u8003\u8651\u8fdb\u573a\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd34 \u5356\u51fa\u4fe1\u53f7\uff1a\u6307\u6807\u9ad8\u4e8e -20\uff08\u8d85\u4e70\uff09<\/strong><\/p>\n\n\n\n<p>\u8bf4\u660e\u80a1\u4ef7\u5df2\u7ecf\u6da8\u5f97\u5dee\u4e0d\u591a\u4e86\uff0c\u8003\u8651\u51fa\u573a\u3002<\/p>\n\n\n\n<p>\u7b56\u7565\u5c31\u662f\u8fd9\u4e48\u7b80\u5355\u7c97\u66b4\uff0c<strong>\u4e0d\u8ffd\u9ad8\uff0c\u4e0d\u6740\u8dcc\uff0c\u4e13\u6311\u4fbf\u5b9c\u8d27\u4e70\u3001\u9ad8\u4f4d\u8d27\u5356<\/strong>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u800c\u9664\u4e86\u7b80\u5355\u7684\u8d85\u4e70\u8d85\u5356\u5224\u65ad\uff0c\u8fd9\u4e2a\u6307\u6807\u4f60\u8fd8\u53ef\u4ee5\u62ff\u6765\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u642d\u914d\u5176\u4ed6\u6307\u6807\u4f7f\u7528\uff08\u6bd4\u5982MACD\u505a\u8d8b\u52bf\u5224\u65ad\uff0cWR\u505a\u62d0\u70b9\u5224\u65ad\uff09\uff1b<\/li>\n\n\n\n<li>\u770b\u8d8b\u52bf\u5f3a\u5ea6\uff08-20~-50\u5e38\u51fa\u73b0\u5728\u4e0a\u6da8\u8d8b\u52bf\uff09\uff1b<\/li>\n\n\n\n<li>\u770b\u80cc\u79bb\u4fe1\u53f7\uff08\u4ef7\u683c\u521b\u65b0\u9ad8\u4f46WR\u6ca1\u521b\u65b0\u9ad8 = \u53ef\u80fd\u53cd\u8f6c\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5b9e\u6218\u56de\u6d4b<\/strong><\/h2>\n\n\n\n<p>\u6211\u4eec\u7528 Python \u628a\u8fd9\u4e2a\u7b56\u7565\u8dd1\u4e86\u4e00\u904d\uff0c\u770b\u770b2024\u5e74\u5b83\u5728\u82f9\u679c\u80a1\u7968\u4e0a\u80fd\u4e0d\u80fd\u8dd1\u5f97\u52a8\u3002<\/p>\n\n\n\n<p>\ud83d\udcc5 \u56de\u6d4b\u65f6\u95f4\uff1a2024\u5e741\u67081\u65e5\u523011\u67085\u65e5\u3002<br>\ud83d\udcb0 \u521d\u59cb\u8d44\u91d1\uff1a10,000\u7f8e\u5143\u3002<br>\ud83d\udcc8 \u56de\u6d4b\u6536\u76ca\uff1a21.48%\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56de\u6d4b\u7ed3\u679c\u4e00\u89c8\u8868\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9879\u76ee<\/th><th>\u6570\u503c<\/th><\/tr><\/thead><tbody><tr><td>\u521d\u59cb\u8d44\u91d1<\/td><td>$10,000<\/td><\/tr><tr><td>\u6700\u7ec8\u8d44\u4ea7<\/td><td>$12,147.81<\/td><\/tr><tr><td>\u603b\u6536\u76ca<\/td><td>$2,147.81<\/td><\/tr><tr><td>\u603b\u4ea4\u6613\u6b21\u6570<\/td><td>6\u6b21<\/td><\/tr><tr><td>\u76c8\u5229\u6b21\u6570<\/td><td>5\u6b21<\/td><\/tr><tr><td>\u80dc\u7387<\/td><td>83.33%<\/td><\/tr><tr><td>\u6700\u5927\u5355\u7b14\u76c8\u5229<\/td><td>$950.99<\/td><\/tr><tr><td>\u6700\u5927\u5355\u7b14\u4e8f\u635f<\/td><td>-$163.13<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\ud83d\udccc <strong>\u4ea4\u6613\u660e\u7ec6\u5982\u4e0b<\/strong>\uff1a<\/p>\n\n\n\n<p>\u82f9\u679cK\u7ebf+Williams %R\u6307\u6807\u56fe\uff08\u4e70\u5356\u70b9\u6807\u6ce8\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"720\" height=\"356\" src=\"https:\/\/blog.laoyulaoyu.top\/wp-content\/uploads\/2025\/04\/image-1.png\" alt=\"\" class=\"wp-image-2187\" srcset=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-1.png 720w, https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-1-300x148.png 300w\" sizes=\"(max-width: 720px) 100vw, 720px\" \/><\/figure>\n\n\n\n<p>\u7b56\u7565\u4ea4\u6613\u5386\u53f2\u5982\u4e0b\u8868\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Transaction History:\n         Date Action   Price  Transaction Cost      Cash  Position  Profit\n0  2024-01-03    Buy  184.25              0.18      0.00     54.27     NaN\n1  2024-01-18   Sell  188.63              0.19  10237.34      0.00  237.53\n2  2024-02-20    Buy  181.56              0.18      0.00     56.38     NaN\n3  2024-03-20   Sell  178.67              0.18  10074.03      0.00 -163.13\n4  2024-03-26    Buy  169.71              0.17      0.00     59.36     NaN\n5  2024-04-11   Sell  175.04              0.18  10390.07      0.00  316.21\n6  2024-04-17    Buy  168.00              0.17      0.00     61.84     NaN\n7  2024-05-03   Sell  183.38              0.18  11340.89      0.00  950.99\n8  2024-07-24    Buy  218.54              0.22      0.00     51.89     NaN\n9  2024-08-13   Sell  221.27              0.22  11482.12      0.00  141.45\n10 2024-09-16    Buy  216.32              0.22      0.00     53.08     NaN\n11 2024-09-19   Sell  228.87              0.23  12147.81      0.00  665.90\n12 2024-10-31    Buy  225.91              0.23      0.00     53.77     NaN<\/code><\/pre>\n\n\n\n<p><strong><strong>\u907f\u5751\u6307\u5357<\/strong><\/strong><\/p>\n\n\n\n<p>\u5728<strong>\u8d8b\u52bf\u884c\u60c5<\/strong>\u4e2d\u8868\u73b0\u6700\u597d\uff08\u59825\u6708\u82f9\u679c\u5927\u6da8\uff09\uff1b<\/p>\n\n\n\n<p>\u5728<strong>\u9707\u8361\u5e02<\/strong>\u53ef\u80fd\u9891\u7e41\u6253\u8138\uff08\u9700\u7ed3\u5408\u5747\u7ebf\u8fc7\u6ee4\uff09\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8003\u8651<strong>\u642d\u914d20\u65e5\u5747\u7ebf<\/strong>\uff0c\u53ea\u5728\u5747\u7ebf\u4e0a\u65b9\u505a\u591a\u3002<\/p>\n\n\n\n<p>\u77ed\u7ebf\u73a9\u5bb6\u53ef\u8bd5\u8bd510\u5929\u5468\u671f\uff0c\u4f1a\u66f4\u7075\u654f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u624b\u628a\u624b\u6559\u4f60\u5199\u7b56\u7565\u4ee3\u7801<\/strong><\/h2>\n\n\n\n<p>\u7528Python\u53ea\u97003\u6b65\uff1a<\/p>\n\n\n\n<p><strong>\u4e0b\u8f7d\u6570\u636e<\/strong>\uff08\u8fd9\u91cc\u7528\u82f9\u679c\u80a1\u7968\u4e3a\u4f8b\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import yfinance as yf  \ndata = yf.download('AAPL', start='2024-01-01', end='2024-11-05')  <\/code><\/pre>\n\n\n\n<p><strong>\u8ba1\u7b97\u6307\u6807<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>data&#91;'high_max'] = data&#91;'High'].rolling(14).max() # 14\u5929\u6700\u9ad8\u4ef7<br>data&#91;'low_min'] = data&#91;'Low'].rolling(14).min() # 14\u5929\u6700\u4f4e\u4ef7<br>data&#91;'williams_r'] = (data&#91;'Close'] - data&#91;'high_max']) \/ (data&#91;'high_max'] - data&#91;'low_min']) * -100<\/code><\/pre>\n\n\n\n<p><strong>\u751f\u6210\u4fe1\u53f7<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>data&#91;'signal'] = np.where(data&#91;'williams_r'] &lt; -80, 1, # \u4e70\u5165 np.where(data&#91;'williams_r'] &gt; -20, -1, 0)) # \u5356\u51fa<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>&lt;-80<\/code>\u65f6\uff0c\u7a0b\u5e8f\u81ea\u52a8\u6807\u8bb0\u201c\u4e70\u201d\uff1b<\/li>\n\n\n\n<li><code>>-20<\/code>\u65f6\uff0c\u6807\u8bb0\u201c\u5356\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<p>\ud83d\udca1 \u5982\u679c\u60f3\u53ef\u89c6\u5316\u7d2f\u8ba1\u6536\u76ca\u7684\u670b\u53cb\uff0c\u4e5f\u53ef\u4ee5\u52a0\u4e0a\u8fd9\u4e00\u6bb5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>df&#91;'daily_return'] = df&#91;'Close'].pct_change()\ndf&#91;'strategy_return'] = df&#91;'daily_return'] * df&#91;'Position'].shift(1)\ndf&#91;'cumulative_return'] = (1 + df&#91;'strategy_return']).cumprod()\n\nplt.figure(figsize=(14,7))\nplt.plot(df&#91;'cumulative_return'], label='\u7b56\u7565\u7d2f\u8ba1\u6536\u76ca')\nplt.title('Williams %R \u7b56\u7565\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf')\nplt.xlabel('\u65f6\u95f4')\nplt.ylabel('\u6536\u76ca')\nplt.legend()\nplt.grid(True)\nplt.show()<span style=\"background-color: initial; font-family: inherit; font-size: inherit;\"><\/span><\/code><\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p>\u8fd9\u4e2a\u7b56\u7565\u9760\u7684\u4e0d\u662f\u7384\u5b66\uff0c\u800c\u662f\u6570\u636e\u548c\u903b\u8f91\u3002<strong>\u53ea\u8981\u4f60\u4f1aPython\u3001\u613f\u610f\u52a8\u624b\uff0c\u4f60\u5c31\u80fd\u642d\u51fa\u81ea\u5df1\u7684\u9ad8\u80dc\u7387\u4ea4\u6613\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Williams %R \u7b80\u5355\u5b9e\u7528\uff0c\u5224\u65ad\u4e70\u5356\u70b9\u4e00\u76ee\u4e86\u7136\u3002<\/li>\n\n\n\n<li>\u8d85\u8fc7 -20 \u662f\u5356\u70b9\uff0c\u4f4e\u4e8e -80 \u662f\u4e70\u70b9\u3002<\/li>\n\n\n\n<li>\u56de\u6d4b\u80dc\u738783%\uff0c\u5e74\u5316\u6536\u76ca21.48%\u3002<\/li>\n\n\n\n<li>\u7b56\u7565+\u53ef\u89c6\u5316\u4ee3\u7801\u5168\u7ed9\u4f60\uff0c\u76f4\u63a5\u7528\u4e0d\u6c42\u4eba\u3002<\/li>\n\n\n\n<li>\u53ef\u53e0\u52a0\u5176\u4ed6\u6307\u6807\u4f7f\u7528\uff0c\u6548\u679c\u66f4\u7a33\u3002<\/li>\n\n\n\n<li>\u4e00\u5b9a\u8981\u5148\u6a21\u62df\uff0c\u518d\u5b9e\u76d8\uff01<\/li>\n<\/ul>\n\n\n\n<p><em>\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u4e3a\u60a8\u5e26\u6765\u4e86\u65b0\u7684\u542f\u53d1\u548c\u5b9e\u7528\u7684\u77e5\u8bc6\uff01\u5982\u679c\u89c9\u5f97\u6709\u5e2e\u52a9\uff0c\u8bf7\u4e0d\u541d\u70b9\u8d5e\u548c\u5206\u4eab\uff0c\u60a8\u7684\u652f\u6301\u662f\u6211\u6301\u7eed\u521b\u4f5c\u7684\u52a8\u529b\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff0c\u6536\u76ca\u957f\u8679\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u6b22\u8fce\u7559\u8a00\uff0c\u6211\u4f1a\u5c3d\u5feb\u56de\u590d\uff01<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\" id=\"a1c6\">\u672c\u6587\u5185\u5bb9\u4ec5\u9650\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/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\/2025\/04\/24\/ai%e9%87%8f%e5%8c%96%e5%9b%a2%e9%98%9f%e4%ba%b2%e6%b5%8b%ef%bc%9awilliams-r%e7%ad%96%e7%95%a5%e8%bf%99%e6%a0%b7%e7%94%a8%ef%bc%8c%e8%83%9c%e7%8e%87%e7%9b%b4%e6%8e%a5%e7%bf%bb%e5%80%8d\/\">Continue reading<span class=\"screen-reader-text\">AI\u91cf\u5316\u56e2\u961f\u4eb2\u6d4b\uff1aWilliams %R\u7b56\u7565\u8fd9\u6837\u7528\uff0c\u80dc\u7387\u76f4\u63a5\u7ffb\u500d<\/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":[5,6],"class_list":["post-2183","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","tag-6","entry"],"_links":{"self":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2183","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=2183"}],"version-history":[{"count":4,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2183\/revisions"}],"predecessor-version":[{"id":2192,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2183\/revisions\/2192"}],"wp:attachment":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=2183"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=2183"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=2183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}