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作者 VIATOR 在 PTT [ DataScience ] 看板的留言(推文), 共26則
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[討論] 各位會買相關書籍來看嗎?
[ DataScience ]16 留言, 推噓總分: +5
作者: ok8ok8 - 發表於 2025/10/31 10:41(1月前)
10FVIATOR: 好書可以讓理解變容易,有好書一定會買11/16 08:23
[問題] Imbalanced dataset使用SOMTE求教
[ DataScience ]19 留言, 推噓總分: +5
作者: boggy - 發表於 2022/05/06 22:41(3年前)
17FVIATOR: 我過去的經驗SMOTE也變差(不過變差幅度沒統計顯著差異)05/10 00:02
18FVIATOR: SMOTE最根本原理是根據knn,但knn不適合高維度的問題05/10 00:04
19FVIATOR: 所以我認為SMOTE對高維度的問題沒太大的幫助05/10 00:04
Re: [問題] cross validation請益
[ DataScience ]3 留言, 推噓總分: +1
作者: VIATOR - 發表於 2022/03/21 11:13(3年前)
3FVIATOR: 還是有可能會有偏差,但那已經是最客觀的方法了03/26 18:58
Re: [問題] cross validation請益
[ DataScience ]6 留言, 推噓總分: +1
作者: VIATOR - 發表於 2022/02/17 01:06(3年前)
5FVIATOR: 不需要調hyperparameter的話,可以做一般CV就好了02/17 08:45
[問題] 為什麼現在新模型都很少割出test data?
[ DataScience ]35 留言, 推噓總分: +9
作者: ruthertw - 發表於 2021/08/14 15:58(4年前)
32FVIATOR: 沒有test set, out-of-sample error可能會很高09/06 08:44
33FVIATOR: 一堆研究在亂搞,做出看似很漂亮的數據,實際應用就破功09/06 08:46
[討論] ML是不是有些東西不太教?
[ DataScience ]30 留言, 推噓總分: +9
作者: rn940111 - 發表於 2020/11/24 14:28(5年前)
17FVIATOR: VC dimension要花很多時間瞭解,不知道對應用也沒什麼差11/25 02:08
[討論] 統計學習與機器學習的差異
[ DataScience ]10 留言, 推噓總分: +3
作者: wang19980531 - 發表於 2020/11/09 09:43(5年前)
8FVIATOR: 其實沒很大的差異11/19 15:40
9FVIATOR: 統計學習比較偏解釋現象,機器學習比較追求準確度11/19 15:42
[討論] 機器學習數學參考用書
[ DataScience ]11 留言, 推噓總分: +6
作者: jienfong - 發表於 2020/07/06 16:14(5年前)
6FVIATOR: Introduction to statistical learning07/14 15:38
[問題] 請問決策樹和類神經網路的數學基礎
[ DataScience ]33 留言, 推噓總分: +18
作者: rebe212296 - 發表於 2020/03/06 14:14(5年前)
20FVIATOR: 如果你是想懂boosted tree的話,可以參考經典書:03/16 15:35
21FVIATOR: Elements of Statistical Learning03/16 15:35
22FVIATOR: 作者免費提供線上pdf版本,不過還蠻艱深的就是了03/16 15:38
23FVIATOR: 另一本經典就是introduction to statistical learning03/16 15:39
24FVIATOR: 這本就好懂很多,不過有些東西就被省略掉了03/16 15:40
26FVIATOR: ESL就當做參考書就好了,有需要的部份再看就好了 XD03/17 10:38
27FVIATOR: 直接從頭看到尾太多太難了03/17 10:40
[問題] ROC Curve 表達醫學影像正確率
[ DataScience ]5 留言, 推噓總分: +2
作者: Bjornstad - 發表於 2020/01/17 10:39(6年前)
1FVIATOR: 你要有threshold才能決定那4個象限01/17 12:10
2FVIATOR: ROC curve包含所有的threshold01/17 12:11
3FVIATOR: 每一個點就是一個threshold,所有的threshold連成那條曲線01/17 12:11
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