我创建了自己的YouTube算法

{"type":"doc","content":[{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"blockquote","content":[{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","marks":[{"type":"strong"}],"text":"导读"},{"type":"text","text":" ：手把手教你不受 YouTube 算法的操控，创造自己的算法观看你真正想要的视频！"}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","marks":[{"type":"strong"}],"text":"本文最初发表于 Towards Data Science 博客，经原作者 Chris Lovejoy 授权，InfoQ 中文站翻译并分享。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"heading","attrs":{"align":null,"level":2},"content":[{"type":"text","text":"摆脱 YouTube 算法"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"我喜欢观看 YouTube 上的视频，他们在某种程度上改善了我的生活。可惜，YouTube 的算法并不一致。这就像是提供点击和其他垃圾信息。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"一点也不奇怪。算法会优先考虑点击量和观看时间。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"于是我开始了一项任务： "},{"type":"text","marks":[{"type":"strong"}],"text":"我能不能编写出代码，能自动帮助我找到有价值的视频，消除我对 YouTube 算法的依赖？"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"事情是这样的。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"heading","attrs":{"align":null,"level":2},"content":[{"type":"text","text":"完美的计划"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"首先想象一下这个工具能做些什么。我希望这个工具能够："}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"(i) 根据我可能的相关性 "},{"type":"text","marks":[{"type":"strong"}],"text":"对视频进行排名"},{"type":"text","text":" ，"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"(ii) "},{"type":"text","marks":[{"type":"strong"}],"text":"自动向我发送推荐的视频"},{"type":"text","text":" ，我可以从中选择。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"我想，如果我能够批量地决定每周要看的视频，并避免无限滚动的 YouTube 浏览，我就能大幅提高工作效率。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"我知道，为了获得视频信息，我需要 YouTube API（"},{"type":"link","attrs":{"href":"https:\/\/medium.com\/@perrysetgo\/what-exactly-is-an-api-69f36968a41f#:~:text=Application%20Programming%20Interface%20(API),to%20communicate%20with%20one%20another.&text=JSON%20or%20XML%E2%80%9D.-,The%20API%20is%20not%20the%20database%20or%20even%20the%20server,that%20can%20access%20a%20database.","title":"","type":null},"content":[{"type":"text","text":"什么是 API"}]},{"type":"text","text":"？），接下来我将会创建一个公式，对这些信息进行处理，并对视频进行排名。最后一步，我计划使用 AWS Lambda 给自己设置一封自动邮件，它将会列出排名靠前的视频。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"然而，最后的结果却并非如此。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}}]}