投稿時間:2021-10-08 09:43:59 RSSフィード2021-10-08 09:00 分まとめ(74件)

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TECH Engadget Japanese ニンテンドースイッチ有機ELモデルと旧型の違いを実機比較・動画レビュー https://japanese.engadget.com/nintendo-switch-oled-230753647.html nintendo 2021-10-07 23:07:53
IT ITmedia 総合記事一覧 [ITmedia ビジネスオンライン] ANA、手荷物梱包用のビニール袋廃止へ 脱プラに向けた取り組み加速 https://www.itmedia.co.jp/business/articles/2110/08/news053.html itmedia 2021-10-08 08:50:00
IT ITmedia 総合記事一覧 [ITmedia ビジネスオンライン] 電車でテレワーク 野球観戦へ直行 西武球場前駅 https://www.itmedia.co.jp/business/articles/2110/08/news072.html itmedia 2021-10-08 08:23:00
IT ITmedia 総合記事一覧 [ITmedia エグゼクティブ] 製紙大手、木材新素材「CNF」に活路 収益確保へ用途探る 日本製紙は化粧品 https://mag.executive.itmedia.co.jp/executive/articles/2110/08/news070.html itmedia 2021-10-08 08:06:00
IT 情報システムリーダーのためのIT情報専門サイト IT Leaders 商品への反響を感情・道徳・意外性の観点から分析─日立の「感性分析サービス」 | IT Leaders https://it.impress.co.jp/articles/-/22155 商品への反響を感情・道徳・意外性の観点から分析ー日立の「感性分析サービス」ITLeaders日立製作所は年月日、反響可視化サービス「感性分析サービス」の機能を強化したと発表した。 2021-10-08 09:00:00
AWS AWS Media Blog Building a reusable testing pipeline for AWS Amplify plugins https://aws.amazon.com/blogs/media/building-a-reusable-testing-pipeline-for-aws-amplify-plugins/ Building a reusable testing pipeline for AWS Amplify pluginsAuthored by Nathan Agez a software engineer nbsp at TrackIt with master s degrees in computer science from EPITECH France Nathan has deep knowledge of the AWS Amplify ecosystem and also has extensive experience in building Serverless infrastructure for a variety of projects He is passionate about open source automation travel and loves playing his guitar when he s … 2021-10-07 23:10:17
AWS AWS Simplify Operational Change Management with Change Manager | Amazon Web Services https://www.youtube.com/watch?v=SyNz2W93eDs Simplify Operational Change Management with Change Manager Amazon Web ServicesIn this video you ll see how to simplify operational change management with Change Manager With this feature you can manage changes across multiple accounts automate change processes with templates and avoid unintentional results using approvals and rollback options For more information on this topic please visit the resources below Introducing AWS Systems Manager Change Manager Blog Post Product Page Subscribe More AWS videos More AWS events videos ABOUT AWSAmazon Web Services AWS is the world s most comprehensive and broadly adopted cloud platform offering over fully featured services from data centers globally Millions of customers ーincluding the fastest growing startups largest enterprises and leading government agencies ーare using AWS to lower costs become more agile and innovate faster AWS AmazonWebServices CloudComputing AWSDemos 2021-10-07 23:36:43
AWS lambdaタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/dyetax241/items/598549172abed7512554 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:58:18
python Pythonタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/keyoptlip/items/3f38a39f6262ab15a286 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:56:19
python Pythonタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/wasvanfox/items/8aca716076ce359f54e2 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:18:40
js JavaScriptタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/dyetax241/items/598549172abed7512554 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:58:18
js JavaScriptタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/daratmp/items/a675b802659c2c1f0370 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:54:56
js JavaScriptタグが付けられた新着投稿 - Qiita 【JavaScript】変数と参照の振り返り① https://qiita.com/nao0725/items/7ffcb3459da7df896b8e 【JavaScript】変数と参照の振り返り①はじめにUdemyの【JS】ガチで学びたい人のためのJavaScriptメカニズムの講座の振り返りです。 2021-10-08 08:39:37
js JavaScriptタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/heyrowcon/items/b8a16fb0ff5e1c733214 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:19:05
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) jQuery 一定の位置までスクロールをした後に発火するはずのグラフのパーセンテージ処理がうまくいかない https://teratail.com/questions/363369?rss=all jQuery一定の位置までスクロールをした後に発火するはずのグラフのパーセンテージ処理がうまくいかない前提・実現したいこと・ある特定の場所までスクロールをしたらグラフがそれぞれの値に動くようにしたい・クラス名percentがからスタートし、classquotpercentquotの数値まで数字が増えて表示される下記のサイト様の番目の横棒グラフを参考に作成。 2021-10-08 08:19:48
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) ターミナル上のPython実行中データ保存について https://teratail.com/questions/363368?rss=all 2021-10-08 08:05:45
Ruby Rubyタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/wasvanfox/items/0400fea0ff0d1659325d どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:18:36
Ruby Rubyタグが付けられた新着投稿 - Qiita OmniAuthの公式のwikiを読んでみた。 https://qiita.com/gobtktk/items/bf3af11a3c3aace6028a 参考possibilityofCSRFattacksOmniauthcallbacksの設定routesrbの設定linktobuttontoがクリックされると、ユーザーは、Facebookのページにリダイレクトされ、そこから認証情報を取得します。 2021-10-08 08:04:11
AWS AWSタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/daratmp/items/a675b802659c2c1f0370 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:54:56
AWS AWSタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/heyrowcon/items/b8a16fb0ff5e1c733214 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:19:05
golang Goタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/sisatmp/items/bfe46495748ec24fcfe5 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:18:36
Linux CentOSタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/keyoptlip/items/3f38a39f6262ab15a286 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:56:19
Linux CentOSタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/wasvanfox/items/8aca716076ce359f54e2 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:18:40
GCP gcpタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/dyetax241/items/cf48306b4f5d502dded6 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:21:30
GCP gcpタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/sisatmp/items/555aad6d4697c64a9585 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:18:42
Git Gitタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/wasvanfox/items/ff1e77e271415b53f4ba どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:51:51
Git Gitタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/bowsonam/items/724fc0fadd106b57de6c どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:24:01
Ruby Railsタグが付けられた新着投稿 - Qiita Rails CSRF対策について https://qiita.com/Hashimoto-Noriaki/items/ef5ac7d27120d0a157e8 CSRF対策の設定applicationcontrollerrbに下のような記述をすると、CantverifyCSRFtokenauthenticityというエラーが出てきます。 2021-10-08 08:56:52
Ruby Railsタグが付けられた新着投稿 - Qiita ポイ活の勧め。海外ポイントサイト・DropGCの紹介。 https://qiita.com/daratmp/items/a03552b008fcd00b2828 どのサイトも登録や利用は無料なので、組み合わせて利用するのもオススメです。 2021-10-08 08:54:58
海外TECH Ars Technica Resident Evil reboot trailer looks like a welcome return to gaming roots https://arstechnica.com/?p=1802183 aspects 2021-10-07 23:33:11
海外TECH DEV Community FEEDBACK REQUESTED: We're building a way to understand your internet self https://dev.to/hm/feedback-requested-we-re-building-a-way-to-understand-your-internet-self-180 FEEDBACK REQUESTED We x re building a way to understand your internet selfHey Everyone I ve recently started working on a new project with a good friend of mine and we re hoping to get some feedback The landing page is here www montfor comThe problem we re trying to solve You browse hundreds of websites daily every day And yet if you want to look at your history in a comprehensible way it s really hard I learn a ton of stuff online blogposts articles tweets youtube videos etc and yet I have no overview of what I ve learned when where I d love to have that kind of organization and that s what we re trying to build The long term vision Long term we want to not only give you awesome visualizations and ways to organize and review your activity but also offer a way to help self learners prove what they learn online Currently if you learn topics on your own outside of university or the like you get no proof no certificate no nothing We re hoping we can change that and provide our own certificate that states person X has spent ZZZ active hours on topic Y and is therefore an expert in it and a top candidate The revenue model We re unsure about this yet but we have a few ideas We could either connect our users with companies and offer them interviews receiving a hiring commission in the process these are generally really high but it s a big hassle to act as a hiring agency We could also provide content recommendations ála youtube homepage or instagram explore should be good since they re based on your activity where we sprinkle ads in or just make the software paid Suggestions welcome What we never want to do is sell users data I m personally huge advocate against that Since we re really early stage we d love to have some feedback Give me your worst P 2021-10-07 23:26:58
Apple AppleInsider - Frontpage News Apple's first US developer academy is now open in Detroit https://appleinsider.com/articles/21/10/07/apples-first-us-developer-academy-is-now-open-in-detroit?utm_medium=rss Apple x s first US developer academy is now open in DetroitApple this week opened the doors to its first developer academy in the U S an initiative that teaches developers and entrepreneurs how to contribute to and benefit from the iOS app economy Launched in partnership with Michigan State University the Detroit Apple Developer Academy invites students from different backgrounds to receive months of app development and entrepreneurial training Apple says Illustrating the diversity of the inaugural class the company notes that participants are aged to The Detroit academy is the latest project in Apple s Racial Equity and Justice Initiative and was announced in January Read more 2021-10-07 23:34:47
Apple AppleInsider - Frontpage News Apple Watch Series 7 prices leak ahead of start to preorders https://appleinsider.com/articles/21/10/07/apple-watch-series-7-prices-leak-ahead-of-start-to-preorders?utm_medium=rss Apple Watch Series prices leak ahead of start to preordersA rumor on Thursday claims to shed light on Apple Watch Series pricing with the information detailing purchase costs that are largely identical to those of Apple Watch Series Citing sources familiar with the matter hit or miss leaker Jon Prosser claims to have a price list for a number of Apple Watch Series configurations The wearable is due to go up for presale on Friday though Apple has yet to disclose exact pricing saying only that the device starts at Apple appears to be carrying over its pricing strategy from Apple Watch Series with aluminum models topping out at for mm variants with cellular capabilities Stainless steel versions start at for mm models and move to for the larger mm case size Apple Watch Edition which again features a titanium chassis sells for and depending on size Apple Watch Hermes is not included in the list Read more 2021-10-07 23:39:47
海外TECH CodeProject Latest Articles Cinchoo ETL - Converting CSV to JSON with nested objects and arrays https://www.codeproject.com/Tips/5314666/Cinchoo-ETL-Converting-CSV-to-JSON-with-nested-obj cinchoo 2021-10-07 23:19:00
海外科学 NYT > Science Biden to Restore Three National Monuments in Utah and New England https://www.nytimes.com/2021/10/07/climate/bears-ears-grand-staircase-escalante-biden.html Biden to Restore Three National Monuments in Utah and New EnglandPresident Biden is restoring Bears Ears and Grand Staircase Escalante in Utah and a marine monument off the New England coast all severely reduced by former President Donald J Trump 2021-10-07 23:19:37
海外科学 NYT > Science China’s Power Crunch Exposes Tensions Ahead of Key U.N. Climate Summit https://www.nytimes.com/2021/10/07/climate/china-cop26-blackouts-coal.html China s Power Crunch Exposes Tensions Ahead of Key U N Climate SummitKeeping global temperatures from dangerous levels means China must pivot away from coal immediately Its soaring energy demand and rolling blackouts mean it probably won t 2021-10-07 23:58:10
海外科学 NYT > Science Pfizer Asks F.D.A. to Authorize Its Covid-19 Vaccine for Children 5 to 11 https://www.nytimes.com/2021/10/07/us/politics/pfizer-fda-authorization-children-5-11.html Pfizer Asks F D A to Authorize Its Covid Vaccine for Children to The agency has promised to move quickly on the request and tentatively plans to meet on Oct to consider it A decision could come soon after Halloween 2021-10-07 23:41:03
海外科学 BBC News - Science & Environment Artificial lightning combats farm pollution https://www.bbc.co.uk/news/business-58795272?at_medium=RSS&at_campaign=KARANGA animal 2021-10-07 23:46:53
海外科学 BBC News - Science & Environment UK public now eating significantly less meat https://www.bbc.co.uk/news/science-environment-58831636?at_medium=RSS&at_campaign=KARANGA consumption 2021-10-07 23:25:52
金融 金融総合:経済レポート一覧 資源価格上昇と金融政策~2011年ECBの利上は風化していない:Market Flash http://www3.keizaireport.com/report.php/RID/470804/?rss marketflash 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 FX Daily(10月6日)~ドル円、一時111円台後半まで上昇 http://www3.keizaireport.com/report.php/RID/470808/?rss fxdaily 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 「コロナで巣ごもり投資が増えた」は本当か?:データで読み解く金融ビジネスの潮流 http://www3.keizaireport.com/report.php/RID/470812/?rss 野村総合研究所 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 ファーマライズホールディングス(株)~調剤薬局中堅。構造改革の成果もあり収益改善、今来期も増益予想:アナリストレポート http://www3.keizaireport.com/report.php/RID/470823/?rss 日本取引所グループ 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 主要な資産の利回り比較(2021年9月)~主要3資産の利回りは軒並み上昇 http://www3.keizaireport.com/report.php/RID/470825/?rss 三井住友 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 日本の資産運用会社を取り巻く環境―取り組むべき課題と対応策 http://www3.keizaireport.com/report.php/RID/470827/?rss pwcjapan 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 気候関連金融リスク計測でのシナリオ分析で、網羅性と比較可能性を高めていく方法とは http://www3.keizaireport.com/report.php/RID/470833/?rss eyjapan 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 【投資環境レポート2021年10月号】 投資の視点:中国の規制強化と金融市場 http://www3.keizaireport.com/report.php/RID/470840/?rss 規制強化 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 【エコシル】足元の日本株の調整は一時的か? http://www3.keizaireport.com/report.php/RID/470841/?rss 野村アセットマネジメント 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 マーケットフォーカス(アジア市場)2021年10月号~巨額の債務を抱える中国恒大集団の資金繰り不安が高まり、下旬にかけて東アジア中心に株式市場が急落 http://www3.keizaireport.com/report.php/RID/470842/?rss 三井住友トラスト 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 豪州準備銀行は10月会合で金融政策を現状維持:オーストラリアレポート http://www3.keizaireport.com/report.php/RID/470843/?rss 現状維持 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 豪州リート市場動向と見通し(2021年10月号):REITレポート http://www3.keizaireport.com/report.php/RID/470844/?rss 豪州 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 インドルピーが対米ドルで7月下旬以来の安値に:新興国レポート http://www3.keizaireport.com/report.php/RID/470845/?rss 発表 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 KAMIYAMA Seconds!:スタグフレーションが起こりそうにない件 http://www3.keizaireport.com/report.php/RID/470846/?rss kamiyamaseconds 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 投資環境の見通し(2021年10月号)「テーパリング+供給制約」 http://www3.keizaireport.com/report.php/RID/470848/?rss 三井住友 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 基礎研REPORT(冊子版)2021年10月号~インフルエンザワクチン接種者の新型コロナワクチン接種意向 / 「かかりつけ医」の意味を問い直す / ESGのSとは... http://www3.keizaireport.com/report.php/RID/470855/?rss report 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 全国銀行の最終利益、コロナ禍前の水準には戻らず~地域銀行の最終利益、特別当座預金制度が1割弱押し上げへ【概要】 http://www3.keizaireport.com/report.php/RID/470865/?rss 地域銀行 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 下落で買い増された米国株式ファンド~2021年9月の投信動向:研究員の眼 http://www3.keizaireport.com/report.php/RID/470874/?rss 米国 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 グローバル・リート・マンスリー 2021年10月号~先進国リートは昨年10月以来の月間マイナス着地、金融政策の転換が焦点に http://www3.keizaireport.com/report.php/RID/470879/?rss 三菱ufj 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 投資のヒント:豪州準備銀行は年末以降の景気回復見通しを維持 http://www3.keizaireport.com/report.php/RID/470880/?rss 三井住友トラスト 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 【注目検索キーワード】脱炭素技術 http://search.keizaireport.com/search.php/-/keyword=脱炭素技術/?rss 検索キーワード 2021-10-08 00:00:00
金融 金融総合:経済レポート一覧 【お薦め書籍】実践スタートアップ・ファイナンス 資本政策の感想戦 https://www.amazon.co.jp/exec/obidos/ASIN/4296000330/keizaireport-22/ gunosy 2021-10-08 00:00:00
金融 日本銀行:RSS 業種別・地域別直接投資(2021年第2四半期) http://www.boj.or.jp/statistics/br/bop_06/bpdata/diiq.htm 直接投資 2021-10-08 08:50:00
ニュース BBC News - Home Flu jab vital this winter along with Covid vaccine https://www.bbc.co.uk/news/health-58836218?at_medium=RSS&at_campaign=KARANGA circulate 2021-10-07 23:23:33
ニュース BBC News - Home UK public now eating significantly less meat https://www.bbc.co.uk/news/science-environment-58831636?at_medium=RSS&at_campaign=KARANGA consumption 2021-10-07 23:25:52
ニュース BBC News - Home UK City of Culture 2025: Longlist announced https://www.bbc.co.uk/news/entertainment-arts-58830979?at_medium=RSS&at_campaign=KARANGA coventry 2021-10-07 23:44:17
ニュース BBC News - Home State and private schools cash gap doubles - study https://www.bbc.co.uk/news/education-58818527?at_medium=RSS&at_campaign=KARANGA pupil 2021-10-07 23:27:22
ビジネス ダイヤモンド・オンライン - 新着記事 テスラ、本社をテキサス州オースティンに移転=マスクCEO - WSJ発 https://diamond.jp/articles/-/284292 ceowsj 2021-10-08 08:09:00
LifeHuck ライフハッカー[日本版] 疲労を助長させる無意識の習慣9つ https://www.lifehacker.jp/2021/10/9-mindless-habits-that-are-exhausting-you-and-how-to-f.html 睡眠不足 2021-10-08 08:30:00
GCP Google Cloud Platform Japan 公式ブログ 費用を抑えて効果を高める: Active Assist による Cloud SQL の費用最適化に関する推奨機能 https://cloud.google.com/blog/ja/products/databases/reduce-cloud-sql-costs-with-optimizations-by-active-assist/ サイズ変更の推奨事項やアイドル状態のインスタンスの推奨事項とは異なり、CloudSQLの確約利用割引の推奨事項は現在、限定公開プレビューでのみご利用いただけます早期アクセスにご興味のある方はこちらのフォームを使用してください。 2021-10-08 01:00:00
北海道 北海道新聞 “国政の縮図”参院2補選告示 衆院選控え総力戦 https://www.hokkaido-np.co.jp/article/597752/ 参院補選 2021-10-08 08:06:57
ニュース THE BRIDGE インド発クラウドキッチン運営のRebel Foods、シリーズFで1億7,500万米ドルを調達しユニコーンに http://feedproxy.google.com/~r/SdJapan/~3/N2t_u-9j3Mc/rebel-foods-joins-unicorn-club-after-175-million-fundraise-pickupnews インド発クラウドキッチン運営のRebelFoods、シリーズFで億万米ドルを調達しユニコーンにRebelFoodsjoinsunicornclubaftermillionfundraiseインドを拠点とするクラウドキッチンを運営するRebelFoodsは、シリーズFラウンドで億万米ドルを調達し、時価総額が億米ドルに達した。 2021-10-07 23:15:40
ニュース THE BRIDGE Grab、eウォレット「OVO」株式の90%を取得へ http://feedproxy.google.com/~r/SdJapan/~3/V9bKgtaHQbg/grab-raises-stake-in-indonesia-s-ovo-to-90-buys-out-tokopedia-pickupnews Grab、eウォレット「OVO」株式のを取得へGrabRaisesStakeinEWalletOvotoBuysOutTokopediaGrabは、TokopediaとLippoGroupが株式から株式を取得することで、インドネシアのモバイルウォレットプロバイダーOvoの所有権を約に高めつつある、とBloombergが報じた。 2021-10-07 23:00:49
GCP Cloud Blog Serving predictions & evaluating Recommendations AI https://cloud.google.com/blog/topics/developers-practitioners/serving-predictions-evaluating-recommendations-ai/ Serving predictions amp evaluating Recommendations AIIn this post we ll show how to use Recommendations AI to display predictions on a live website and set up A B experiments to measure performance A B testing involves creating two or more versions of a page and then splitting user traffic into groups to determine the impact of those changes This is the most effective way to measure the impact of Recommendations AI You can use A B testing to test Recommendations AI against an existing recommender or if you don t have any recommendations on your site currently you can measure the impact of a recommender like Recommendations AI You can also test different placement locations on a page or different options to find the optimal settings for your site If you ve been following the previous Recommendations AI blog posts you should now have a model created and you re ready to serve live recommendations also called predictions Using the Retail API predict method you specify which serving config to use and given some input data a list of item id s will be returned as a prediction Predict MethodThe predict method is how you get recommendations back from Recommendations AI Based on the model type objectives those predictions are returned in an ordered list with the highest probability items returned first Based on the input data you ll get a list of item id s back that can then be displayed to end users The predict method is authenticated via OAuth using a service account Typically you ll want to create a service account dedicated to predict requests and assign the role of Retail Viewer The retail documentation has an example of how to call predict with curl For a production environment however we would usually recommend using the retail client libraries The predict request requires a few fields placement id serving config Passed as part of the urluserEventSpecifies the required fields for the model being called This is separate and can be different from the actual user event sent on the corresponding page view It is used to pass the required information to the model eventTypehome page view detail page view add to cart etcvisitorIdRequired for all requests This is typically a session iduserInfo userIdId of logged in user not required but strongly recommended when a user is logged in or otherwise identifiable productDetails product idRequired for models that use product ids Others You May Like Similar Items Frequently Bought Together Not required for Recommended For You recommendations since those are simply based on vistorId userId history You can pass in a single product product detail page placements or a list of products cart pages order complete category pages etc There are also some optional fields that are used to control the results filterUsed to filter on custom tags that are included as part of the catalog Can also filter out OUT OF STOCK items pageSizeControls how many predictions are returned in the responseparamsVarious parameters returnProduct returns the full product data in the response id s only is the default  returnScore returns a probability score for each itempriceRerankLevel and diversityLevel control the rerank and diversity settingsThe prediction response can be used however you like Typically the results are incorporated into a web page but you could also use these results to provide personalized emails or recommendations within an application Keep in mind that most of the models are personalized in real time so the results shouldn t be cached or stored for long periods of time since they will usually become outdated quickly Serving Recommendations client sideReturning results as part of the full web page response is one method of incorporating recommendations into a page but there are some drawbacks As a blocking request a server side implementation can add some latency to the overall page response it also tightly couples the page serving code to the recommendations code A server side integration may also limit the recommendations serving code to serving web results only so a separate handler may be needed for a mobile application An Ajax implementation of Recommendations can solve these issues There is no direct API endpoint for Recommendations AI that can be called directly from client side JavaScript since the predict method requires authentication however it is easy to implement a handler to serve Ajax requests This can be a webapp or endpoint deployed within your existing serving infrastructure or deploying on App Engine or a Google Cloud Function are also good alternatives Google Cloud Functions GCF are a great serverless way to quickly deploy this type of handler An example GCF for Recommendations AI can be found here This example uses python and the retail client library to provide an endpoint that can return Recommendations responses in JSON or HTML This video shows how to set up the cloud function and call it from a web page to render results in a lt div gt A B testing recommendationsOnce you have finished the frontend integration for Recommendations AI you may want to evaluate them on your site The best way to test changes is usually a live A B test A B testing for Recommendations may be useful for testing and comparing various changes Existing recommender vs Google Recommendations AIGoogle Recommendations vs no recommenderVarious models or serving changes CTR vs CVR optimized or changes to price re ranking amp diversity UI changes or different placements on a pageThere are some more A B testing tips for Recommendations AI here In general A B testing involves splitting traffic into or more groups and serving different versions of a page to each group then reporting the results You may have a custom in house A B testing framework or a rd party A B testing tool but as an example here we ll show how to use Google Optimize to run a basic A B test for Recommendations AI Google Optimize amp AnalyticsIf you re already using Google Analytics Google Optimize provides easy to manage A B experiments and displays the results as a Google Analytics report To use Google Optimize simply link your Optimize account to Google Analytics and install the Optimize tag Once installed you can create and run new experiments without any server side code changes Google Optimize is primarily designed for front end tests any UI or DOM changes CSS Optimize can also add JavaScript to each variant of an experiment which is useful when testing content that is displayed via an Ajax call e g our cloud function Doing an A B experiment with server side rendered content is possible but usually this needs to be implemented by doing a Redirect test or by using the Optimize JavaScript API As an example let s assume we want to test two different models on the same page Similar Items amp Others You Make Like Both models take a product id as input and are well suited for a product details page placement For this example we ll assume a cloud function or other service is running that returns the recommendations in HTML format These results can then be inserted into a div and displayed on page load  The basic steps to configure an Optimize experiment here are Click Create Experience in Google Optimize control panelGive your experience a name and select A B test as the experience typeAdd variants one for Others You May Like another for Similar ItemsSet variants weights to for Original and for the variantsEdit each variant and add your Ajax call to Global JavaScript code to populate the divAdd a url match rule to Page targeting to match all of your product detail pagesChoose primary and secondary objectives for your experimentRevenue or Transactions for example and Recommendation Clicks or another useful metric for secondaryChange any other optional settings like Traffic allocation as necessaryVerify your installation and click Start to start your experimentIn this scenario we have an empty lt div gt on the page by default and then we create two variants that call our cloud function with a different placement id on each variant You could use an existing lt div gt with the current recommendations for the Original version and then just have one variant but this will cause unneeded calls to the recommender and may cause the display to flicker as the existing lt div gt content is changed Once the experiment is running you can click into the Reporting tab to view some metrics Optimize will predict a winner of the experiment based on the primary objective But to view more detailed reports click the View in Analytics button and you ll be able to view all metrics that Analytics has for the different segments in the experiment In this case it s difficult to choose a clear winner but we can see that the Similar Items model is providing a bit more Revenue per Session and viewing the other goals shows a higher click through rate We could choose to run the experiment longer or try another experiment with different options Most retailers run A B experiments continually to test new features and options on the site to find what works best for their business objectives so your first A B test is usually just the start For more information please see the main Retail documentation and some more tips for A B experiments with Recommendations AI Related ArticleRecommendations AI modelingIn this series of Recommendations AI deep dive blog posts we started with an overview of Recommendations AI and then walked through the Read Article 2021-10-07 23:45:00
GCP Cloud Blog JA 費用を抑えて効果を高める: Active Assist による Cloud SQL の費用最適化に関する推奨機能 https://cloud.google.com/blog/ja/products/databases/reduce-cloud-sql-costs-with-optimizations-by-active-assist/ サイズ変更の推奨事項やアイドル状態のインスタンスの推奨事項とは異なり、CloudSQLの確約利用割引の推奨事項は現在、限定公開プレビューでのみご利用いただけます早期アクセスにご興味のある方はこちらのフォームを使用してください。 2021-10-08 01:00:00

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