id: 183ae2e41bf848599d4ffdbf6568f49a
parent_id: 
item_type: 1
item_id: 985b67d8488d4260a0686f87db5381d5
item_updated_time: 1764345627217
title_diff: "[{\"diffs\":[[1,\"DeepSeek会看图炒股？5分钟教会你用大模型进行形态学分析\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":31}]"
body_diff: "[{\"diffs\":[[1,\"<html>\\\r\\\n<head>\\\r\\\n  <title>DeepSeek会看图炒股？5分钟教会你用大模型进行形态学分析</title>\\\r\\\n  <basefont face=\\\"微软雅黑\\\" size=\\\"2\\\" />\\\r\\\n  <meta http-equiv=\\\"Content-Type\\\" content=\\\"text/html;charset=utf-8\\\" />\\\r\\\n  <meta name=\\\"exporter-version\\\" content=\\\"YXBJ Windows/608924 (zh-CN, DDL); Windows/10.0.0 (Win64); EDAMVersion=V2;\\\"/>\\\r\\\n  <meta name=\\\"content-class\\\" content=\\\"yinxiang.peso.superNote\\\"/>\\\r\\\n  <meta name=\\\"application-data:yinxiang.noteLayout\\\" content=\\\"{\\\"lineSpace\\\":\\\"recommend\\\",\\\"paragraphSpace\\\":\\\"recommend\\\"}\\\"/>\\\r\\\n  <style>\\\r\\\n\\tbody, td {\\\r\\\n\\t  font-family: 微软雅黑;\\\r\\\n\\t  font-size: 12pt;\\\r\\\n\\t}\\\r\\\n  </style>\\\r\\\n</head>\\\r\\\n<body>\\\r\\\n<a name=\\\"39748\\\"></a>\\\r\\\n<h1>DeepSeek会看图炒股？5分钟教会你用大模型进行形态学分析</h1>\\\r\\\n\\\r\\\n<div><span style=\\\"margin:0px;\\\"><div style=\\\"padding:8px 0px;margin:8px auto;max-width:700px;\\\"> <div><span></span></div>\\\n<p></p>\\\n<div style=\\\"--en-blockquote:true;box-sizing: border-box; padding-left: 19px; padding-top: 6px; padding-bottom: 6px; border-left: 3px solid #b4c0cc; background-position: initial initial; background-repeat: initial initial; margin-top: 6px\\\"><div>原文链接: <a href=\\\"http://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484959&amp;idx=1&amp;sn=ed6cc6d47b59395025886f6da9be44ee&amp;chksm=9e31c53e276e47c781ca45607c7687c569eab50cb9a1189ccdcfe87bcd85544494c3f1d7ed13&amp;mpshare=1&amp;scene=1&amp;srcid=0411hxpzlPN97JmsxIhbQmAx&amp;sharer_shareinfo=990f4680b2870238442d701859b50417&amp;sharer_shareinfo_first=990f4680b2870238442d701859b50417#rd\\\"><span>http://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484...</span></a></div></div>\\\n<p></p>\\\n<div><span></span></div>\\\n<div style=\\\"\\\"><div><div><h1 style=\\\"margin:0\\\"> DeepSeek会看图炒股？5分钟教会你用大模型进行形态学分析 </h1><div><span style=\\\"position:relative\\\">原创</span><span><span style=\\\"position:relative\\\">AFAN Fintech</span></span><span><a style=\\\"position:relative\\\"> AFAN Fintech </a></span><span><em></em></span></div><div style=\\\";\\\"><div><span></span></div><div><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span><span style=\\\"font-weight: bold;\\\">温馨提示</span>：<span style=\\\"font-weight: bold;\\\">内容仅供技术交流，不构成任何投资建议或股票推荐</span></span></span></span></div><div><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span>在上一个视频中，AFAN尝试使用DeepSeek对医学图像进行解析：<a href=\\\"https://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484926&amp;idx=1&amp;sn=ab84f96c0b4c3657316f83537bc95340&amp;scene=21#wechat_redirect\\\" style=\\\"\\\" target=\\\"_blank\\\"><span style=\\\"text-decoration: underline;\\\">包教包会！5分钟快速对接DeepSeek，完全免费！</span></a>我惊喜的发现它不仅能够读取图中的文字，还能识别其中的曲线并分析其趋势走向。这让我产生了一个大胆的想法：能否让DeepSeek直接读取K线形态，帮助预测股票未来上涨或下跌的概率？</span></span></div><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0 0 24px;padding:0;outline:0;max-width:100%;box-sizing:border-box !important;overflow-wrap:break-word !important;clear:both;min-height:1em;color:rgba(0,0,0,0.9);font-family:&quot;PingFang SC&quot;,system-ui,-apple-system,BlinkMacSystemFont,&quot;Helvetica Neue&quot;,&quot;Hiragino Sans GB&quot;,&quot;Microsoft YaHei UI&quot;,&quot;Microsoft YaHei&quot;,Arial,sans-serif;font-size:17px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:0.544px;orphans:2;text-align:justify;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;__visibility:visible\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><span style=\\\"font-size: 16px;\\\">今天这个案例对应的代码，都可以通过github这个工程：</span></span><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><span style=\\\"font-size: 16px;font-weight: normal;text-decoration: underline;\\\">https://github.com/AFAN-LIFE/AFAN-LIFE</span><span style=\\\"font-size: 16px;\\\">，或者加</span><span style=\\\"font-size: 16px;font-weight: bold;\\\">我的微信（afan-life）</span><span style=\\\"font-size: 16px;\\\">进入粉丝群免费获取。</span></span></p><div style=\\\"text-align: center;\\\"><img src=\\\":/bc1f4818b97648d480e7d2c3d479528a\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;\\\"/></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-size: 16px;background-color: rgb(255, 255, 255);\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 10px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;text-align: center;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px 0px -10px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;vertical-align: bottom;width: 6px;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 2px;height: 16px;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 6px;height: 6px;border-radius: 50%;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><br/></span></div></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;vertical-align: bottom;width: 31.3958px;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px 5px 0px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;vertical-align: bottom;width: 6px;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 2px;height: 16px;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 6px;height: 6px;border-radius: 50%;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><br/></span></div></div></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px 0px -5px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;transform: rotate(0deg);width: 5px;height: 5px;background-color: rgb(255, 255, 255);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;border-right: 5px solid rgb(214, 240, 252);border-bottom: 5px solid rgb(214, 240, 252);border-top-color: rgb(214, 240, 252);border-left-color: rgb(214, 240, 252);\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 10px 10px 2px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;background-color: rgb(255, 222, 3);\\\"><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0;padding:0;outline:0;max-width:100%;box-sizing:border-box;overflow-wrap:break-word !important;clear:both;min-height:1em;__visibility:visible\\\"><span>形态学预测研究已久</span></p></div></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: -5px 0px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;transform: rotate(0deg);width: 5px;height: 5px;background-color: rgb(255, 255, 255);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;__visibility: visible;\\\"><br/></span></div></div></div></div><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0 0 24px;padding:0;outline:0;max-width:100%;box-sizing:border-box !important;overflow-wrap:break-word !important;clear:both;min-height:1em;color:rgba(0,0,0,0.9);font-family:&quot;PingFang SC&quot;,system-ui,-apple-system,BlinkMacSystemFont,&quot;Helvetica Neue&quot;,&quot;Hiragino Sans GB&quot;,&quot;Microsoft YaHei UI&quot;,&quot;Microsoft YaHei&quot;,Arial,sans-serif;font-size:17px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:0.544px;orphans:2;text-align:justify;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial\\\"><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>用K线形态来预测股价这个想法并非空穴来风。在股票投资中，以量价形态为代表的技术分析路线受到很多人的追捧。例如，华创证券的金融工程研究组专门建立了一个形态学网站，介绍各种K线形态，并基于这些形态对股票未来涨跌概率进行统计。</span></span></p><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0 0 24px;padding:0;outline:0;max-width:100%;box-sizing:border-box !important;overflow-wrap:break-word !important;clear:both;min-height:1em;color:rgba(0,0,0,0.9);font-family:&quot;PingFang SC&quot;,system-ui,-apple-system,BlinkMacSystemFont,&quot;Helvetica Neue&quot;,&quot;Hiragino Sans GB&quot;,&quot;Microsoft YaHei UI&quot;,&quot;Microsoft YaHei&quot;,Arial,sans-serif;font-size:17px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:0.544px;orphans:2;text-align:justify;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial\\\"><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span><span style=\\\"font-weight: bold;\\\">网站地址</span>：</span><span><span style=\\\"text-decoration: underline;\\\">mark.hcquant.com</span></span></span></p><div style=\\\"text-align: center;\\\"><img src=\\\":/2ad085c011ef47eaa5f7c19e092d0395\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;\\\"/></div><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0 0 24px;padding:0;outline:0;max-width:100%;box-sizing:border-box !important;overflow-wrap:break-word !important;clear:both;min-height:1em;color:rgba(0,0,0,0.9);font-family:&quot;PingFang SC&quot;,system-ui,-apple-system,BlinkMacSystemFont,&quot;Helvetica Neue&quot;,&quot;Hiragino Sans GB&quot;,&quot;Microsoft YaHei UI&quot;,&quot;Microsoft YaHei&quot;,Arial,sans-serif;font-size:17px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:0.544px;orphans:2;text-align:justify;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial\\\"><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>更早的博客时代，新浪博客中的“缠中说禅”大神因其对形态学的分析判断而备受追捧，甚至有人将其博客整理成一个流派，称为“缠论”。在GitHub上，金融数据提供商Tushare就维护了一个数千个Star的仓库。</span></span></p><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0 0 24px;padding:0;outline:0;max-width:100%;box-sizing:border-box !important;overflow-wrap:break-word !important;clear:both;min-height:1em;color:rgba(0,0,0,0.9);font-family:&quot;PingFang SC&quot;,system-ui,-apple-system,BlinkMacSystemFont,&quot;Helvetica Neue&quot;,&quot;Hiragino Sans GB&quot;,&quot;Microsoft YaHei UI&quot;,&quot;Microsoft YaHei&quot;,Arial,sans-serif;font-size:17px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:0.544px;orphans:2;text-align:justify;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial\\\"><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span><span style=\\\"font-weight: bold;\\\">仓库地址</span>：</span><span><span style=\\\"text-decoration: underline;\\\">https://github.com/waditu/czsc</span></span></span></p><div style=\\\"text-align: center;\\\"><img src=\\\":/0ec602af7ffa426798d81676e2d4d369\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;\\\"/></div><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0 0 24px;padding:0;outline:0;max-width:100%;box-sizing:border-box !important;overflow-wrap:break-word !important;clear:both;min-height:1em;color:rgba(0,0,0,0.9);font-family:&quot;PingFang SC&quot;,system-ui,-apple-system,BlinkMacSystemFont,&quot;Helvetica Neue&quot;,&quot;Hiragino Sans GB&quot;,&quot;Microsoft YaHei UI&quot;,&quot;Microsoft YaHei&quot;,Arial,sans-serif;font-size:17px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:0.544px;orphans:2;text-align:justify;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial\\\"><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>随着近几年人工智能的兴起，有人尝试利用卷积神经网络等图像识别算法对K线形态进行分析预测，但这些方法无法实现对图像语义的理解。</span></span></p><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0 0 24px;padding:0;outline:0;max-width:100%;box-sizing:border-box !important;overflow-wrap:break-word !important;clear:both;min-height:1em;color:rgba(0,0,0,0.9);font-family:&quot;PingFang SC&quot;,system-ui,-apple-system,BlinkMacSystemFont,&quot;Helvetica Neue&quot;,&quot;Hiragino Sans GB&quot;,&quot;Microsoft YaHei UI&quot;,&quot;Microsoft YaHei&quot;,Arial,sans-serif;font-size:17px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:0.544px;orphans:2;text-align:justify;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial\\\"><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span><img src=\\\":/0bafd99ac75a4ab29f461017fb5d634a\\\" type=\\\"image/jpeg\\\" data-filename=\\\"640.jpg\\\" alt=\\\"CNN_TimeSeries\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;\\\"/></span></span></p><h1 style=\\\"box-sizing:border-box;font-size:34px;margin:0;font-weight:600;line-height:58px;color:rgb(24,24,24);word-break:break-all;font-family:&quot;pingfang SC&quot;,&quot;helvetica neue&quot;,arial,&quot;hiragino sans gb&quot;,&quot;microsoft yahei ui&quot;,&quot;microsoft yahei&quot;,simsun,sans-serif;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;letter-spacing:normal;orphans:2;text-align:center;text-indent:0;text-transform:none;widows:2;word-spacing:0;-webkit-text-stroke-width:0;white-space:normal;background-color:rgb(255,255,255);text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial\\\"><span><span style=\\\"font-size: 14px;color: rgb(136, 136, 136);font-weight: normal;\\\">在量化交易中应用卷积神经网络CNN做时间序列预测</span></span></h1><div><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>借助DeepSeek的“看图说话”能力，AFAN认为可以尝试让大模型读取K线形态，帮助分析并指导投资。</span></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 10px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;text-align: center;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px 0px -10px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px 0px 0px 5px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;vertical-align: bottom;width: 6px;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 2px;height: 16px;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 6px;height: 6px;border-radius: 50%;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><br/></span></div></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;vertical-align: bottom;width: 28.0938px;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;display: inline-block;vertical-align: bottom;width: 6px;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 2px;height: 16px;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 6px;height: 6px;border-radius: 50%;background-color: rgb(17, 19, 22);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><br/></span></div></div></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px 0px -5px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;transform: rotate(0deg);width: 5px;height: 5px;background-color: rgb(255, 255, 255);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><br/></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;border-left: 5px solid rgb(255, 222, 3);border-bottom: 5px solid rgb(255, 222, 3);border-top-color: rgb(255, 222, 3);border-right-color: rgb(255, 222, 3);\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 10px 10px 2px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;background-color: rgb(214, 240, 252);\\\"><p style=\\\"-webkit-tap-highlight-color:transparent;margin:0;padding:0;outline:0;max-width:100%;box-sizing:border-box;overflow-wrap:break-word !important;clear:both;min-height:1em\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><span style=\\\"font-size: 16px;\\\">DeepSeek形态学预测实践</span></span></p></div></div><div style=\\\"-webkit-tap-highlight-color: transparent;margin: -5px 0px 0px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box;overflow-wrap: break-word !important;width: 5px;height: 5px;background-color: rgb(255, 255, 255);\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\\\"><br/></span></div></div></div></div><div><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>在代码实现中，首先需要导入相关库，如获取数据的Tushare和绘制K线图的mplfinance。Tushare是一个著名的金融数据开放平台，用户可以通过其接口获取分钟数据。</span><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>未注册的用户需要先注册并填写TOKEN，然后调用接口获取所需数据。</span></span></span></div><div><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span><span style=\\\"font-weight: bold;\\\">tushare地址</span>：</span><span><span style=\\\"text-decoration: underline;\\\">https://www.tushare.pro/</span></span></span></span></div><div><pre><div style=\\\"--en-codeblock:true;--en-meta:{&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true};box-sizing: border-box; padding: 8px; font-family: Monaco, Menlo, Consolas, &quot;Courier New&quot;, monospace; font-size: 12px; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial; margin-top: 6px;\\\"><span><span>import</span> matplotlib</span><div><span><span>import</span> numpy <span>as</span> np</span></div><div><span><span>import</span> pandas <span>as</span> pd</span></div><div><span><span>import</span> tushare <span>as</span> ts</span></div><div><span><span>import</span> mplfinance <span>as</span> mpf</span></div><div><span><span>import</span> matplotlib.<span>pyplot</span> <span>as</span> plt</span></div></div></pre></div><div><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>我以1分钟频率获取了浦发银行某一天的股票数据，并将其保存到本地。接着，使用mplfinance库绘制K线图，但在此之前需要对数据进行调整，例如将时间列设置为DataFrame的索引，并将成交量列重命名为符合库要求的格式。</span></span></div><div><pre><div style=\\\"--en-codeblock:true;--en-meta:{&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true};box-sizing: border-box; padding: 8px; font-family: Monaco, Menlo, Consolas, &quot;Courier New&quot;, monospace; font-size: 12px; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial; margin-top: 6px;\\\"><span><span>#获取浦发银行60000.SH的历史分钟数据</span></span><div><span><span>df</span> = pro.stk_mins(ts_code='<span>600000</span>.SH', freq='<span>1</span>min', start_date='<span>2025</span>-<span>03</span>-<span>21</span> <span>09</span>:<span>00</span>:<span>00</span>', end_date='<span>2025</span>-<span>03</span>-<span>21</span> <span>16</span>:<span>00</span>:<span>00</span>')</span></div><div><span><br/></span></div><div><span><span># 蜡烛图展示</span></span></div><div><span><span>adj_df</span> = df.set_index('trade_time')</span></div><div><span><span>adj_df</span>.index = pd.DatetimeIndex(adj_df.index)</span></div><div><span><span>adj_df</span> = adj_df.rename(columns={'vol': 'volume'})</span></div><div><span><br/></span></div><div><span><span># 设置mplfinance的蜡烛颜色，up为阳线颜色，down为阴线颜色</span></span></div><div><span><span>my_color</span> = mpf.make_marketcolors(up='r',</span></div><div><span>                                 <span>down</span>='g',</span></div><div><span>                                 <span>edge</span>='inherit',</span></div><div><span>                                 <span>wick</span>='inherit',</span></div><div><span>                                 <span>volume</span>='inherit')</span></div><div><span><span># 设置图表的背景色</span></span></div><div><span><span>my_style</span> = mpf.make_mpf_style(marketcolors=my_color,</span></div><div><span>                              <span>figcolor</span>='(<span>0</span>.<span>82</span>, <span>0</span>.<span>83</span>, <span>0</span>.<span>85</span>)',</span></div><div><span>                              <span>gridcolor</span>='(<span>0</span>.<span>82</span>, <span>0</span>.<span>83</span>, <span>0</span>.<span>85</span>)')</span></div><div><span><br/></span></div><div><span><span>mpf</span>.plot(adj_df, style=my_style, type='candle', volume=True, returnfig=True)</span></div><div><span><span>plt</span>.savefig('test.png')  # 保存为PNG文件</span></div></div></pre></div><div><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>配置好蜡烛图的颜色和样式后，即可生成当天的K线图，并将其保存为test.png。</span></span></div><div style=\\\"text-align: center;\\\"><img src=\\\":/528dd547247b435bbd6612179528a593\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;\\\"/></div><div><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>随后，AFAN利用DeepSeek-VL2视觉模型对K线图进行分析。我将图片转换为base64格式，并通过Prompt描述让模型扮演股票形态学专家，根据当天的成交量和价格情况预测次日上涨概率，并给出一个介于-1到1之间的值（-1表示大概率下跌，1表示大概率上涨，0表示涨跌不确定）。</span></span></div><div><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span>返回结果显示，<span style=\\\"text-decoration: underline;\\\">DeepSeek大体上理解了整个图片的形态</span>！DeepSeek对这张图得出以下结论：首先，它识别出收盘价显著高于开盘价；其次，虽然整体成交量较低，但在价格上涨过程中成交量有所增加，这通常是一个积极信号；第三，它注意到当天有多个阳线，且阳线实体较长，表明买家力量较强；最后，模型建议结合其他技术指标进一步确认趋势的可靠性，并给出上涨概率为1的结论。</span></span></div><div style=\\\"text-align: center;\\\"><img src=\\\":/e787c6d9d30a4d129cb42b3e7c476e9c\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;\\\"/></div><div><span style=\\\"color:rgb(64, 64, 64);font-family:Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px;font-style:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-indent:0px;text-transform:none;widows:2;word-spacing:0px;-webkit-text-stroke-width:0px;text-decoration-thickness:initial;text-decoration-style:initial;text-decoration-color:initial;display:inline !important;float:none;\\\"><span style=\\\"color: rgb(64, 64, 64);font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;\\\"><span>通过这一实验，AFAN发现DeepSeek能够准确描述图片的基本情况，但其预测结果的可信度仍需进一步测试。在后续视频中，我计划利用这种方法对单只股票进行日内行情回测，并对多只股票计算相关因子，以评估DeepSeek在形态学分析中的可靠性。感兴趣的朋友可以关注并分享这一系列内容。</span></span></span></div><p style=\\\"margin:0;text-indent:0;text-align:center\\\"><span><img src=\\\":/528965f0139f4daab9ad3146d6c6dc8a\\\" type=\\\"image/jpeg\\\" data-filename=\\\"640.jpg\\\" alt=\\\"图片\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;-webkit-tap-highlight-color: transparent;margin: 0px;padding:0;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;vertical-align: bottom;height: auto !important;color: rgba(0, 0, 0, 0.9);font-family: \\\"PingFang SC\\\", system-ui, -apple-system, BlinkMacSystemFont, \\\"Helvetica Neue\\\", \\\"Hiragino Sans GB\\\", \\\"Microsoft YaHei UI\\\", \\\"Microsoft YaHei\\\", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: center;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;width: 369px !important;__visibility: visible !important;\\\"/></span></p><p style=\\\"margin:0;text-indent:0;text-align:center\\\"><span><span style=\\\"font-size: 16px;\\\">欢迎进粉丝群交流！</span></span></p><p style=\\\"margin:0;text-indent:0\\\"><span><span style=\\\"font-size: 18px;font-weight: bold;text-decoration: underline;\\\">往期精彩内容</span></span></p><p style=\\\"margin:0;text-indent:0\\\"><span><span style=\\\"font-size: 16px;font-weight: bold;text-decoration: underline;\\\">公众号内容：</span></span></p><p style=\\\"margin:0;text-indent:0\\\"><span><a href=\\\"https://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484949&amp;idx=1&amp;sn=f043544ab7822deae88c525aaaa03921&amp;scene=21#wechat_redirect\\\" style=\\\"\\\" target=\\\"_blank\\\">2月宏观看板：消费刺激仍需加码，资本账户存在挑战</a></span></p><p style=\\\"margin:0;text-indent:0\\\"><span><a href=\\\"https://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484926&amp;idx=1&amp;sn=ab84f96c0b4c3657316f83537bc95340&amp;scene=21#wechat_redirect\\\" style=\\\"\\\" target=\\\"_blank\\\">包教包会！5分钟快速对接DeepSeek，完全免费！</a></span></p><p style=\\\"margin:0;text-indent:0\\\"><span><a href=\\\"https://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484911&amp;idx=1&amp;sn=6f50dd7632b81941dedf3ddeab2039cd&amp;scene=21#wechat_redirect\\\" style=\\\"\\\" target=\\\"_blank\\\"><span style=\\\"font-size: 16px;\\\">会Python和会R的都沉默了！如何让Python优雅的调用R</span></a></span></p><p style=\\\"margin:0;text-indent:0\\\"><span><a href=\\\"https://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484900&amp;idx=1&amp;sn=687b2c0ba392dbb15330751d1b6d38be&amp;scene=21#wechat_redirect\\\" style=\\\"\\\" target=\\\"_blank\\\"><span style=\\\"font-size: 16px;\\\">DeepSeek的记忆碎片和串接思考</span></a></span></p><p style=\\\"margin:0;text-indent:0\\\"><span><a href=\\\"https://mp.weixin.qq.com/s?__biz=MzA3MjkyNTc1NA==&amp;mid=2247484874&amp;idx=1&amp;sn=55e068d26a56c354567dd1caaab568c2&amp;scene=21#wechat_redirect\\\" style=\\\"\\\" target=\\\"_blank\\\"><span style=\\\"font-size: 16px;\\\">惊！全球最大的数据科学竞赛平台的第一名居然是名杭州老哥？</span></a></span></p><p style=\\\"margin:0;line-height:1.5em\\\"><strong><span><span style=\\\"font-size: 16px;text-decoration: underline;\\\">B站教学视频介绍</span></span></strong><span><span style=\\\"font-size: 16px;text-decoration: underline;\\\">：</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T1 Python安装和Jupyter使用：https://www.bilibili.com/video/BV1B44y1P7Je</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T2 用Pandas分析Tushare上市公司信息：https://www.bilibili.com/video/bv1a3411H7kP</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T3 Python语法基础：https://www.bilibili.com/video/BV1HY4y1v7Ke/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T4 Python文件系统操作——高效管理投行IPO申报目录：https://www.bilibili.com/video/BV1y5411d7j1/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T5 数据分析三剑客——用Python绘制股票K线图：https://www.bilibili.com/video/BV1kS4y1z7JH/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T6  Python股票K线查询网页开发：https://www.bilibili.com/video/BV17Y4y1j7NB</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T7 Python网络爬虫——使用东财金融数据进行杜邦分析：https://www.bilibili.com/video/BV1k8411j7tx/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T8 Python自动化Word——自动生成上市公司年报分析：https://www.bilibili.com/video/BV1MK41117vE/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T9 Python自动化Excel——自动进行企业营收战略规划：https://www.bilibili.com/video/BV1VG4y1F7fa/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T10 Python数据库基础操作——基于Akshare存储股票行情数据：https://www.bilibili.com/video/BV1ds4y1p7ew/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T11 SQL高级查询+ Pandas分析——Kaggle信贷风控Vintage分析：https://www.bilibili.com/video/BV1h84y1A7sM</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T12 ChatGPT原理及API使用：https://www.bilibili.com/video/BV1Nh4y1D73V/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">T13 用Streamlit搭建中国宏观经济数据看板：https://www.bilibili.com/video/BV1fJ4m1u7u9/</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><strong><span><span style=\\\"font-size: 16px;text-decoration: underline;\\\">会员频道直播视频</span></span></strong><span><span style=\\\"font-size: 16px;text-decoration: underline;\\\">（每次1小时，含代码和数据资料）：</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">25.02.27 Hadoop原理介绍及使用——Docker部署及Python API使用 </span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/P1fmi</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.12.29 Docker工程化教学——以macropage部署为例 </span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/cMKxd</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.12.08  从零到一手搓区块链  </span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/tXPLl</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.11.16 金融隐私计算实战——基于Pysyft框架的案例演示：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/rvrBr</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.10.10 诺奖得主Hinton成果学习——基于Keras的深度学习实战：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/COR5q</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.09.01 从word2vec到大模型RAG——基于向量数据库faiss和深度学习：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/QUzAA</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.07.28 开源大模型对话平台ERNIEST源码解析：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/HfyuO</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.06.05 经典机器学习算法概览及金融场景应用介绍：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/18yxM</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.05.20 基于Llama3大模型部署微调搭建金融大模型对话机器人：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/iPpo3</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.04.17 SIMNOW行情软件介绍并使用VNPY进行期货仿真交易：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/KRIkY</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.03.04 如何快速上手Python工程——以缠中说禅框架为例：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/j00wO</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">24.03.19 如何用Streamlit制作宏观经济看板：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/ip6Zt</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">23.11.15 Python工程环境管理——本地打包、多版本、远程环境：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/wDlZK</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">23.09.30 金融投资业绩指标介绍——基于empyrical的计算梳理：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/ur4eg</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">23.08.31 量化回测平台使用——基于RQAlpha的定制开发：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/DEcjk</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">23.07.26 时序数据库使用介绍——以金融高频数据为例：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/INKj9</span></span></p><p style=\\\"margin:0;line-height:1em\\\"><span><span style=\\\"font-size: 16px;\\\">23.06.14: 量化投资因子分析——沪深300代码分析展示：</span></span><span><span style=\\\"font-size: 16px;\\\">https://t.zsxq.com/JhRgF</span></span></p><p style=\\\"margin:0\\\"><span><br/></span></p><p style=\\\"margin:0\\\"><span><br/></span></p></div></div></div></div></div></span>\\\n</div></body></html>\\u0000\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":50075}]"
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