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Portfolios
PO MING HSIEH
Titanic – Machine Learning from Disaster
Titanic – Machine Learning from Disaster
Titanic – Machine Learning from Disaster
By
PO MING HSIEH
・
Hsinchu, Hsinchu City, Taiwan
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【根據歷史資料,預測乘客是否生還】 ● 理解資料內容,分析各特徵可能蘊含的關聯性 - 姓名 --> 身分地位 - 同遊家人數 --> 逃生優先性 - 船艙 --> 生活水平 ● 資料填補,利用相互的關係,處理缺失值 - 利用姓名中的身分,填補年齡 ● 數據視覺化呈現,觀察各項指標與價錢的關係 ● 使用交叉評估,選出評分最好的分類法預測,推估準確度接近80%,目前排名約2000 ● 比對預測與實際資料,分析模型現階段的問題,並提出可改良的方向
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PO MING HSIEH
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Published: Jan 19th 2023
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