我創建了自己的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":"導讀"},{"type":"text","text":" ：手把手教你不受 YouTube 算法的操控，創造自己的算法觀看你真正想要的視頻！"}]}]},{"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":"本文最初發表於 Towards Data Science 博客，經原作者 Chris Lovejoy 授權，InfoQ 中文站翻譯並分享。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"heading","attrs":{"align":null,"level":2},"content":[{"type":"text","text":"擺脫 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":"我喜歡觀看 YouTube 上的視頻，他們在某種程度上改善了我的生活。可惜，YouTube 的算法並不一致。這就像是提供點擊和其他垃圾信息。"}]},{"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":"一點也不奇怪。算法會優先考慮點擊量和觀看時間。"}]},{"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":"於是我開始了一項任務： "},{"type":"text","marks":[{"type":"strong"}],"text":"我能不能編寫出代碼，能自動幫助我找到有價值的視頻，消除我對 YouTube 算法的依賴？"}]},{"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":"事情是這樣的。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"heading","attrs":{"align":null,"level":2},"content":[{"type":"text","text":"完美的計劃"}]},{"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":"首先想象一下這個工具能做些什麼。我希望這個工具能夠："}]},{"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) 根據我可能的相關性 "},{"type":"text","marks":[{"type":"strong"}],"text":"對視頻進行排名"},{"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":"自動向我發送推薦的視頻"},{"type":"text","text":" ，我可以從中選擇。"}]},{"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，如果我能夠批量地決定每週要看的視頻，並避免無限滾動的 YouTube 瀏覽，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，爲了獲得視頻信息，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":"什麼是 API"}]},{"type":"text","text":"？），接下來我將會創建一個公式，對這些信息進行處理，並對視頻進行排名。最後一步，我計劃使用 AWS Lambda 給自己設置一封自動郵件，它將會列出排名靠前的視頻。"}]},{"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，最後的結果卻並非如此。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}}]}