{"id":1796,"date":"2025-01-15T07:19:00","date_gmt":"2025-01-14T23:19:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1796"},"modified":"2024-12-20T18:36:38","modified_gmt":"2024-12-20T10:36:38","slug":"%e6%af%94%e7%89%b9%e5%b8%81%e4%ba%a4%e6%98%93%e6%96%b0%e5%88%a9%e5%99%a8%ef%bc%9aml%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%b0%b4%e6%99%b6%e7%90%83%e9%a2%84%e6%b5%8b%e6%a8%a1%e5%9e%8b%ef%bc%88%e9%99%84%e5%ae%8c","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/01\/15\/%e6%af%94%e7%89%b9%e5%b8%81%e4%ba%a4%e6%98%93%e6%96%b0%e5%88%a9%e5%99%a8%ef%bc%9aml%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%b0%b4%e6%99%b6%e7%90%83%e9%a2%84%e6%b5%8b%e6%a8%a1%e5%9e%8b%ef%bc%88%e9%99%84%e5%ae%8c\/","title":{"rendered":"\u6bd4\u7279\u5e01\u4ea4\u6613\u65b0\u5229\u5668\uff1aML\u9a71\u52a8\u7684\u6c34\u6676\u7403\u9884\u6d4b\u6a21\u578b\uff08\u9644\u5b8c\u6574\u4ee3\u7801\uff09"},"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\/12\/image-174.png\" alt=\"\" class=\"wp-image-3523\"\/><\/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>\u5927\u5bb6\u597d\uff01\u4eca\u5929\u6211\u8981\u548c\u5927\u5bb6\u5206\u4eab\u4e00\u4e2a<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u8ba9\u6bd4\u7279\u5e01\u4ea4\u6613\u66f4\u52a0\u7cbe\u51c6\u7684\u795e\u5668\u2014\u2014\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u4ef7\u683c\u9884\u6d4b\u6a21\u578b<\/mark>\u3002\u8fd9\u4e2a\u6a21\u578b\u7684\u5efa\u7acb\uff0c\u5c31\u50cf\u8ba9\u4f60\u62e5\u6709\u4e86\u4e00\u9897\u80fd\u900f\u89c6\u672a\u6765\u7684\u6c34\u6676\u7403\uff0c\u6355\u6349\u6bcf\u4e00\u4e2a\u53ef\u80fd\u7684\u4ea4\u6613\u673a\u4f1a\u3002\u5feb\u6765\u4e00\u8d77\u63a2\u7d22\u8fd9\u4e2a\u795e\u79d8\u800c\u53c8\u5f3a\u5927\u7684\u5de5\u5177\u5427\uff01<\/pre>\n<\/blockquote>\n\n\n\n<p>\u8eab\u4e3a\u6570\u5b57\u8d27\u5e01\u7684\u4ea4\u6613\u8005\uff0c\u6211\u4eec\u5bf9\u4ef7\u683c\u7684\u77ed\u671f\u8d77\u4f0f\u683c\u5916\u5728\u610f\u3002\u8fd1\u671f\u6bd4\u7279\u5e01\u4ef7\u683c\u5728\u7a81\u7834 10 \u4e07\u7f8e\u5143\u7684\u5386\u53f2\u65b0\u9ad8\u540e\uff0c\u59cb\u7ec8\u4e8e\u8be5\u4f4d\u7f6e\u9644\u8fd1\u6765\u56de\u6ce2\u52a8\uff0c\u800c\u6bcf\u4e00\u4e2a\u4fe1\u53f7\u3001\u6bcf\u4e00\u9879\u6307\u6807\u3001\u6bcf\u4e00\u6761\u4ea4\u6613\u66f2\u7ebf\u90fd\u6781\u4e3a\u91cd\u8981\u3002\u6b63\u56e0\u5982\u6b64\uff0c\u6211\u6784\u5efa\u4e86\u4e00\u4e2a\u4f9d\u636e 72 \u5c0f\u65f6\u5386\u53f2\u6570\u636e\u3001\u4e13\u6ce8 5 \u5c0f\u65f6\u9884\u6d4b\u7684\u6a21\u578b\u3002\u867d\u8bf4\u6211\u4eec\u96be\u4ee5\u767e\u5206\u4e4b\u767e\u7cbe\u51c6\u9884\u6d4b\u672a\u6765\uff0c\u4f46\u4e5f\u8bb8\u80fd\u591f\u501f\u52a9\u673a\u5668\u5b66\u4e60\u6784\u5efa\u4e00\u4e2a\u6781\u4e3a\u63a5\u8fd1\u7684\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4ea4\u6613\u6a21\u578b\u642d\u5efa<\/strong><\/h2>\n\n\n\n<p>\u8ba9\u6211\u4eec\u4e00\u6b65\u6b65\u7684\u6765\u642d\u5efa\u4ea4\u6613\u7cfb\u7edf\uff0c\u6211\u4f1a\u8be6\u7ec6\u89e3\u91ca\u6bcf\u4e2a\u6b65\u9aa4\u5982\u4f55\u5e2e\u52a9\u4f60\u5b9e\u73b0\u672c\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 1\uff1a\u6570\u636e\u6536\u96c6<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>from pycoingecko import CoinGeckoAPI\ncg = CoinGeckoAPI()\ndata = cg.get_coin_market_chart_by_id(id='bitcoin', vs_currency='usd', days='3')<\/code><\/pre>\n\n\n\n<p>\u6211\u4eec\u63d0\u53d6\u4e86 72 \u5c0f\u65f6\u5185\u7684\u6570\u636e\uff0c\u56e0\u4e3a\u5b83\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u8db3\u591f\u7684\u5386\u53f2\u80cc\u666f\u6765\u53d1\u73b0\u5f62\u6001\uff0c\u4f46\u53c8\u4e0d\u81f3\u4e8e\u51b2\u6de1\u8fd1\u671f\u7684\u4ef7\u683c\u8d70\u52bf\u3002\u975e\u5e38\u9002\u5408\u65e5\u5185\u4ea4\u6613\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 2\uff1a\u529f\u80fd\u6784\u5efa<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>df&#91;'hour'] = df&#91;'timestamp'].dt.hour\ndf&#91;'day'] = df&#91;'timestamp'].dt.day\ndf&#91;'prev_price'] = df&#91;'price'].shift(1)\ndf&#91;'price_change'] = df&#91;'price'].pct_change()<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4e9b\u529f\u80fd\u662f\u65e5\u95f4\u4ea4\u6613\u8005\u7684\u6838\u5fc3\u4ef7\u503c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>hour<\/code>: \uff08\u5c0f\u65f6\uff09\u6355\u6349\u65e5\u5185\u4ea4\u6613\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li><code>prev_price<\/code>: \u52a8\u91cf\u4ea4\u6613\u7684\u5fc5\u8981\u6761\u4ef6\u3002<\/li>\n\n\n\n<li><code>price_change<\/code>: \u4ef7\u683c\u53d8\u5316\u9002\u5408\u6ce2\u52a8\u6027\u5206\u6790\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 3\uff1a\u591a\u6a21\u578b\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>models = {\n    'Decision Tree': DecisionTreeRegressor(random_state=42),\n    'Linear Regression': LinearRegression(),\n    'Random Forest': RandomForestRegressor(random_state=42),\n    'Gradient Boosting': GradientBoostingRegressor(random_state=42),\n}<\/code><\/pre>\n\n\n\n<p id=\"9da1\">\u4e0a\u9762\u91c7\u7528\u7684\u6bcf\u79cd\u6a21\u5f0f\u90fd\u6709\u5176\u72ec\u7279\u4e4b\u5904\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Decision Tree: \u51b3\u7b56\u6811\u6355\u6349\u4ef7\u683c\u7a81\u7834\u7684\u7edd\u4f73\u5de5\u5177\u3002<\/li>\n\n\n\n<li>Linear Regression: \u7ebf\u6027\u56de\u5f52\u9002\u5408\u8d8b\u52bf\u8ddf\u8e2a\u3002<\/li>\n\n\n\n<li>Random Forest: \u968f\u673a\u68ee\u6797\u51fd\u6570\u5b8c\u7f8e\u5904\u7406\u5e02\u573a\u566a\u97f3\u3002<\/li>\n\n\n\n<li>Gradient Boosting: \u68af\u5ea6\u63d0\u5347\u662f\u5b66\u4e60\u6700\u8fd1\u6a21\u5f0f\u7684\u9ad8\u624b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 4\uff1a\u4ef7\u683c\u9884\u6d4b\u5f15\u64ce<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>def predict_next_hours_based_on_72_hours(model, df, n_hours=5):\n    last_data = df.tail(72).copy()\n    predicted_prices = &#91;]\n    predicted_timestamps = &#91;]\n    \n    for _ in range(n_hours):\n        prediction = model.predict(X_last)\n        predicted_prices.append(prediction&#91;0])\n        # ... prediction logic<\/code><\/pre>\n\n\n\n<p id=\"1217\">5 \u5c0f\u65f6\u9884\u6d4b\u7a97\u53e3\u5bf9\u4ea4\u6613\u8005\u81f3\u5173\u91cd\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b2c 1-2 \u5c0f\u65f6\uff1a\u5373\u65f6\u4ea4\u6613\u673a\u4f1a\uff1b<\/li>\n\n\n\n<li>\u7b2c 5 \u5c0f\u65f6\uff1a\u9000\u51fa\u6218\u7565\u89c4\u5212\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 5\uff1a\u53ef\u89c6\u5316\u4ea4\u6613\u4fe1\u53f7<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>def plot_predictions(df, predicted_timestamps, predicted_prices):\n    plt.figure(figsize=(12, 6))\n    plt.plot(last_24_hours&#91;'timestamp'], last_24_hours&#91;'price'], \n             label=\"Last 24 Hours (Actual)\", color=\"blue\", marker=\"o\")\n    plt.plot(predicted_timestamps, predicted_prices, \n             label=\"Next 5 Hours (Predicted)\", color=\"red\", marker=\"x\")<\/code><\/pre>\n\n\n\n<p id=\"cbe2\">\u53ef\u89c6\u5316\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u73b0\u8d27\u8d8b\u52bf\u5ef6\u7eed\u4e0e\u9006\u8f6c\uff1b<\/li>\n\n\n\n<li>\u786e\u5b9a\u6f5c\u5728\u7684\u5165\u53e3\/\u51fa\u53e3\u70b9\uff1b<\/li>\n\n\n\n<li>\u6bd4\u8f83\u9884\u6d4b\u4e0e\u5b9e\u9645\u4ef7\u683c\u8d70\u52bf\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/12\/image-175.png\" alt=\"\" class=\"wp-image-3524\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><br><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u6280\u672f\u6307\u6807\u4e0e\u65f6\u95f4\u6846\u67b6\u914d\u7f6e<\/strong><\/h2>\n\n\n\n<p>\u5982\u679c\u60f3\u8ba9\u5176\u66f4\u9002\u5408\u60a8\u7684\u4ea4\u6613\u98ce\u683c\uff0c\u53ef\u4ee5\u6dfb\u52a0\u8fd9\u4e9b<strong>\u6280\u672f\u6307\u6807<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Add RSI\ndf&#91;'RSI'] = calculate_rsi(df&#91;'price'])\n\n# Add MACD\ndf&#91;'MACD'] = calculate_macd(df&#91;'price'])\n\n# Add Volume Profile\ndf&#91;'volume_profile'] = analyze_volume(df)<\/code><\/pre>\n\n\n\n<p>\u4f60\u4e5f\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u589e\u52a0\u548c\u8c03\u6574\u6280\u672f\u6307\u6807\u5728\u672c\u6a21\u578b\u4e2d\u7684\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u800c<strong>\u65f6\u95f4\u6846\u67b6<\/strong>\u662f\u91c7\u7528\u4e86\u8fc7\u53bb 72 \u5c0f\u65f6\u5386\u53f2\u6570\u636e\u5e76\u4e13\u6ce8\u4e8e 5 \u5c0f\u65f6\u9884\u6d4b\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Fetch Bitcoin market data for the last 72 hours\ndata = cg.get_coin_market_chart_by_id(id='bitcoin', vs_currency='usd', days='3')  # Fetch 3 days of data\n\n# Predict the next 5 hours\npredicted_timestamps, predicted_prices = predict_next_hours_based_on_72_hours(pipeline, last_72_hours_data, n_hours=5)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u7b56\u7565\u8981\u70b9\u4e0e\u4ea4\u6613\u6280\u5de7<\/strong><\/h2>\n\n\n\n<p>\u4e0b\u9762\u4ecb\u7ecd\u5982\u4f55\u5c06\u8fd9\u4e00\u6a21\u5f0f\u878d\u5165\u5230\u60a8\u4ea4\u6613\u4e2d\u7684\u4e00\u4e9b\u8981\u70b9\uff0c\u4ec5\u4f9b\u53c2\u8003\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u524d 2 \u5c0f\u65f6\u7684\u9884\u6d4b\u503c\u8fdb\u884c\u5165\u573a\u8ba1\u65f6\uff1b<\/li>\n\n\n\n<li>\u901a\u8fc7\u4f20\u7edf\u6280\u672f\u5206\u6790\u8fdb\u884c\u786e\u8ba4\uff1b<\/li>\n\n\n\n<li>\u5b9e\u65f6\u76d1\u63a7\u9884\u6d4b\u51c6\u786e\u6027\uff1b<\/li>\n\n\n\n<li>\u6839\u636e\u9884\u6d4b\u7684\u4ef7\u683c\u8303\u56f4\u8c03\u6574\u6b62\u635f\u70b9\uff1b<\/li>\n\n\n\n<li>\u5229\u7528\u6bcf\u5c0f\u65f6 5 \u6b21\u7684\u9884\u6d4b\u8bbe\u5b9a\u76c8\u5229\u76ee\u6807\uff1b<\/li>\n\n\n\n<li>\u6ce8\u610f\u9884\u6d4b\u4e0e\u5b9e\u9645\u4ef7\u683c\u4e4b\u95f4\u7684\u5dee\u5f02\uff1b<\/li>\n\n\n\n<li>\u5728\u9884\u6d4b\u7684\u91cd\u5927\u8d8b\u52bf\u53d8\u5316\u4e4b\u524d\u8ba1\u5212\u9000\u51fa\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u662f\u6211\u6574\u7406\u7684\u4e00\u4e9b\u5728\u5e02\u573a\u4e0a\u7684\u4ea4\u6613\u6280\u5de7\uff0c\u4e5f\u8bb8\u5927\u5bb6\u7528\u5f97\u4e0a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5207\u52ff\u76f2\u76ee\u4ea4\u6613\uff1a\u5c06\u6b64\u6a21\u578b\u4f5c\u4e3a\u4ea4\u6613\u5de5\u5177\u4e4b\u4e00\uff0c\u800c\u975e\u552f\u4e00\u5de5\u5177\uff1b<\/li>\n\n\n\n<li>\u9a8c\u8bc1\u662f\u5173\u952e\uff1a\u5728\u7eb8\u9762\u4ea4\u6613\u9636\u6bb5\u8ddf\u8e2a\u6a21\u578b\u7684\u51c6\u786e\u6027\uff1b<\/li>\n\n\n\n<li>\u98ce\u9669\u7ba1\u7406\uff1a\u8bbe\u7f6e\u4e25\u683c\u7684\u6b62\u635f\u70b9\uff0c\u65e0\u8bba\u6a21\u578b\u9884\u6d4b\u5982\u4f55\uff1b<\/li>\n\n\n\n<li>\u6301\u7eed\u5b66\u4e60\uff1a\u6a21\u578b\u4f1a\u6839\u636e\u65b0\u6570\u636e\u8fdb\u884c\u66f4\u65b0\uff0c\u60a8\u7684\u6218\u7565\u4e5f\u5e94\u5982\u6b64\uff01<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u5229\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u6784\u5efa\u4e00\u4e2a\u7528\u4e8e\u6bd4\u7279\u5e01\u65e5\u95f4\u4ea4\u6613\u7684\u4ef7\u683c\u9884\u6d4b\u6a21\u578b\uff0c\u65e8\u5728\u5e2e\u52a9\u4ea4\u6613\u8005\u66f4\u51c6\u786e\u5730\u5224\u65ad\u5e02\u573a\u8d70\u52bf\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6536\u96c6<\/strong>\uff1a\u4f7f\u7528 CoinGeckoAPI 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