python |
Pythonタグが付けられた新着投稿 - Qiita |
PyScriptを試してみました |
https://qiita.com/S_Kaji/items/293021fbcf35eab5102e
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pyscript |
2022-05-07 22:37:16 |
Ruby |
Rubyタグが付けられた新着投稿 - Qiita |
[railsチュートリアルで理解必須]railsアプリケーションの仕組み |
https://qiita.com/yusuke1120925/items/a9a252d5828c0e6b436f
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rails |
2022-05-07 22:34:29 |
Azure |
Azureタグが付けられた新着投稿 - Qiita |
Azureの資格8個を2か月で取得した方法 |
https://qiita.com/kazuya-ho2/items/240725c53c54c7ab1de5
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associate |
2022-05-07 22:21:28 |
Ruby |
Railsタグが付けられた新着投稿 - Qiita |
[railsチュートリアルで理解必須]railsアプリケーションの仕組み |
https://qiita.com/yusuke1120925/items/a9a252d5828c0e6b436f
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rails |
2022-05-07 22:34:29 |
海外TECH |
MakeUseOf |
The 6 Best Free Mind Map Tools (And How to Best Use Them) |
https://www.makeuseof.com/tag/8-free-mind-map-tools-best-use/
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tools |
2022-05-07 13:45:14 |
海外TECH |
MakeUseOf |
Do Car Solar Battery Chargers Actually Work? |
https://www.makeuseof.com/do-car-solar-battery-chargers-work/
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battery |
2022-05-07 13:30:14 |
海外TECH |
DEV Community |
Prevent the Overfitting through Regularization: An example by Ridge Regression |
https://dev.to/rlrocha/prevent-the-overfitting-through-regularization-an-example-by-ridge-regression-45hd
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Prevent the Overfitting through Regularization An example by Ridge Regression DescriptionIn my post on Polynomial Curve Fitting was discussed that adding more examples is one of the possible ways to prevent overfitting the phenomenon that occurs in the figure above where is a gap between the training lower and validation higher errors Another approach used to control the overfitting is Regularization which involves adding a penalty term to the error function to discourage the coefficients from reaching large values how to introduce Bishop in the Pattern Recognition and Machine Learning book This post continues the polynomial curve fitting analysis but through the Regularization known as Ridge Regression instead of Linear Regression RegularizationTo apply the regularization in the previous analysis it is necessary to modify the Sum of Squares Error SSE function adding the regularization parameter λ as shown in the equation below SSE ∑n N ypred y λ∣w∣SSE frac sum n N left y pred y right frac lambda left w right SSE n ∑N ypred y λ∣w∣Where w ²is equivalent to w T w and the parameter or coefficient λconducts the relative importance of the regularization term compared with the SSE term As before instead use some optimization algorithms like gradient descent it is used the adapted normal equation to obtain the coefficients w as shown below W XTX λI XTyW left X T X lambda I right X T yW XTX λI XTyWhere λis the regularization parameter I is the identity matrix of size M and M is the order of the polynomial The coefficients obtained through normal equation are given by the function below def normal equation ridge x y M L Normal equation w x x L I x y I np identity M xT x T w np dot np dot np linalg pinv np dot xT x L I xT y return w Choosing the regularization parameterTo exemplify the regularization we used the overfitted model of M which obtained a Root Mean Square Error RMSE of and in training and validation sets respectively The regularization parameter λvalues ranging from to were investigated but to better illustrate the values are displayed in terms of the natural log between ≤ln λ ≤ where the value λ exp L is input from the above function and L is the value in range The RMSE of the validation set is used to choose the parameter λ The figure below shows the analysis done to choose the parameter λ For the value ln λ in the figure above the RMSE is approximately the value without regularization as the value of λtends to zero λ exp e The best parameter found red dashed is ln λ λ exp e reaching of RMSE of validation set while the training set got The table below compares the coefficient values for ln λ ∞and ln λ Note that ln λ ∞corresponds to the model without regularization and ln λ the model that has the smallest validation error with regularization It is possible to notice that the coefficients of ln λ ∞are large while the values ln λ are smaller due to the addition of the penalty term Polynomial order with normalizationAs the post of Polynomial Curve Fitting the error analysis is performed in the training and validation sets by the order of the polynomial but now with regularization The figure below shows the training and validation RMSE by the order of the polynomial where the prevention of overfitting due to the use of regularization in each analyzed order M and is noted The complete code is available on Github and Colab Follow the blog if the post it is helpful for you Follow me on Linkedin and Github |
2022-05-07 13:32:27 |
海外TECH |
DEV Community |
Border Animation CSS | Quick Animation✨ |
https://dev.to/robsonmuniz16/border-animation-css-quick-animation-29af
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animation |
2022-05-07 13:10:34 |
Apple |
AppleInsider - Frontpage News |
How to use iCloud's collaboration and sharing tools |
https://appleinsider.com/articles/22/03/01/how-to-make-the-most-of-iclouds-collaboration-and-sharing-tools?utm_medium=rss
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How to use iCloud x s collaboration and sharing toolsIf you re using an app that supports iCloud for work chances are you ll need to collaborate with a teammate or coworker Here s how to get started with iCloud s sharing tools to help you effectively share your work with your coworkers and collaborate together You might need to share your work with your co workers and get a collaborative effort done in real time You might need to present and provide copies to your colleagues to make sure work is done properly Or simply you might have to send out a file or to add a note Whatever your collaborative needs are iCloud has got you covered Share File and collaborate in real time with iCloud Drive Read more |
2022-05-07 13:22:41 |
Apple |
AppleInsider - Frontpage News |
Daily deals May 7: $399 iPad mini, $328 50-inch Vizio Smart TV, $347 LG 27-inch QHD Monitor, more |
https://appleinsider.com/articles/22/05/07/daily-deals-may-7-399-ipad-mini-328-50-inch-vizio-smart-tv-347-lg-27-inch-qhd-monitor-more?utm_medium=rss
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Daily deals May iPad mini inch Vizio Smart TV LG inch QHD Monitor moreAlongside off an iPad mini Saturday s best deals include a TB WD Black NVMe SSD for a Logitech M Wireless Mouse for and a MountUp TV stand for May deals include an iPad mini for a inch Vizio smart TV for and an LG monitor for Every day we search the Internet for deals on Apple products smart TVs electronics and other products with discounts to help you save a bit of money on your purchases If an item is out of stock you may be able to order it for delivery at a later date Many of the Amazon discounts are likely to expire soon though so act fast Read more |
2022-05-07 13:20:47 |
Apple |
AppleInsider - Frontpage News |
Apple's Self Repair Program was never going to be what repair advocates wanted |
https://appleinsider.com/articles/22/05/07/apples-self-repair-program-was-never-going-to-be-what-repair-advocates-wanted?utm_medium=rss
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Apple x s Self Repair Program was never going to be what repair advocates wantedApple s Self Service Repair program isn t a perfect solution that addresses all of the concerns from the Right to Repair movement It was never meant to be Credit AppleThe iPhone maker launched the Self Service Repair portal in April allowing customers to order parts tools and other resources to repair their own devices Read more |
2022-05-07 13:32:35 |
海外科学 |
NYT > Science |
La pandemia ha sido dura con nuestros pies |
https://www.nytimes.com/es/2022/05/05/espanol/salud-pies-pandemia.html
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La pandemia ha sido dura con nuestros piesMuchos especialistas han detectado un incremento en las lesiones en los pies luego de la inactividad del encierro Aquíhay recomendaciones para prevenir las lesiones más comunes |
2022-05-07 13:39:15 |
ニュース |
BBC News - Home |
NI election results 2022: Sinn Féin and Alliance joy as finish line nears |
https://www.bbc.co.uk/news/uk-northern-ireland-61355419?at_medium=RSS&at_campaign=KARANGA
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leader |
2022-05-07 13:22:54 |
ニュース |
BBC News - Home |
Elections 2022: Conservatives not complacent after losses, says Nadhim Zahawi |
https://www.bbc.co.uk/news/uk-politics-61361392?at_medium=RSS&at_campaign=KARANGA
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council |
2022-05-07 13:35:22 |
ニュース |
BBC News - Home |
Monkeypox case confirmed in England |
https://www.bbc.co.uk/news/uk-61363896?at_medium=RSS&at_campaign=KARANGA
|
officials |
2022-05-07 13:33:37 |
ニュース |
BBC News - Home |
Peacehaven: Fatal crash video footage reviewed by watchdog |
https://www.bbc.co.uk/news/uk-england-sussex-61362092?at_medium=RSS&at_campaign=KARANGA
|
peacehaven |
2022-05-07 13:11:55 |
ニュース |
BBC News - Home |
NI election results 2022: Sinn Féin's rise from IRA political wing |
https://www.bbc.co.uk/news/uk-northern-ireland-61360814?at_medium=RSS&at_campaign=KARANGA
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dublin |
2022-05-07 13:19:42 |
ニュース |
BBC News - Home |
Celtic 4-1 Hearts: Hosts fight back from goal down to all but secure title |
https://www.bbc.co.uk/sport/football/61281209?at_medium=RSS&at_campaign=KARANGA
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hearts |
2022-05-07 13:17:43 |
北海道 |
北海道新聞 |
セルティック前田大、古橋が得点 スコットランド・プレミアV目前 |
https://www.hokkaido-np.co.jp/article/678030/
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英国 |
2022-05-07 22:33:00 |
北海道 |
北海道新聞 |
戦勝記念日を前に攻防激化 ロシア、東部2州で集中的砲撃 |
https://www.hokkaido-np.co.jp/article/678025/
|
戦勝記念日 |
2022-05-07 22:13:37 |
北海道 |
北海道新聞 |
民間作業船が現場到着、8日から船内調査 知床遊覧船社長は乗客家族に補償説明 |
https://www.hokkaido-np.co.jp/article/678009/
|
遊覧船 |
2022-05-07 22:12:05 |
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