| IT |
気になる、記になる… |
Microsoft、｢Windows 10 May 2020 Update｣の一般提供を開始 |
https://taisy0.com/2020/05/28/122032.html
|
corta |
2020-05-27 17:08:40 |
| AWS |
AWS News Blog |
Introducing the latest AWS Heroes – May, 2020 |
https://aws.amazon.com/blogs/aws/introducing-the-latest-aws-heroes-may-2020/
|
Introducing the latest AWS Heroes May Communities are now more important than ever Member of local communities look to their leaders to provide guidance and mentorship on how to build AWS skills solve technical problems and grow their careers Traditionally this AWS knowledge and community support is shared in many ways including via social media blogs open source projects or by … |
2020-05-27 17:46:50 |
| AWS |
AWS Cloud Enterprise Strategy Blog |
Guts |
https://aws.amazon.com/blogs/enterprise-strategy/guts/
|
GutsCan I speak frankly Leadership requires guts There comes a time when a leader has enough information and has mitigated enough risks to move forward with any urgent decision That s the moment when the leader must proceed boldly and inspire the rest of the organization to act That doesn t mean that all information is known … |
2020-05-27 17:57:19 |
| AWS |
AWS |
Demo: Basic AWS SSO Configuration |
https://www.youtube.com/watch?v=li_ISe96K9E
|
Demo Basic AWS SSO ConfigurationThis demo shows how to enable AWS Single Sign On SSO for AWS Organizations and configure AWS SSO basic settings Learn more about AWS Security Identity Compliance at Subscribe More AWS videos More AWS events videos AWS AWSDemo |
2020-05-27 17:39:54 |
| AWS |
AWS |
How can I receive an email alert when my CloudFormation stack is in ROLLBACK_IN_PROGRESS state? |
https://www.youtube.com/watch?v=t9yj3VRoj8U
|
How can I receive an email alert when my CloudFormation stack is in ROLLBACK IN PROGRESS state For more details see the Knowledge Center article with this video Pranit shows you how to receive an email alert when your CloudFormation stack is in ROLLBACK IN PROGRESS state |
2020-05-27 17:10:13 |
| AWS |
AWS - Webinar Channel |
How to Use Glue Crawlers Efficiently to Build Your Data Lake Quickly - AWS Online Tech Talks |
https://www.youtube.com/watch?v=tnAF08YU6xY
|
How to Use Glue Crawlers Efficiently to Build Your Data Lake Quickly AWS Online Tech TalksGlue crawlers make the process of building data lakes on AWS easy They identify the schema of the data which may be on S DynamoDB Redshift and also popular relational databases like MySQL PostgreSQL SQL Server and Oracle In this tech talk we will show you how to get started with crawlers explain how they work behind the scenes how to control and modify their default behavior with the usage of Crawler classifiers and also few tips and tricks to be successful in using Glue crawlers Learning Objectives Use Glue crawlers to bootstrap your data lake initiative Tips tricks and best practices to use Glue Crawlers Glue Data Catalog management using Glue crawlers To learn more about the services featured in this talk please visit |
2020-05-27 17:44:47 |
| python |
Pythonタグが付けられた新着投稿 - Qiita |
AtCoder Beginners Contest 過去問チャレンジ9 |
https://qiita.com/c-yan/items/280ec5c03ab4d2948231
|
|
2020-05-28 02:52:03 |
| python |
Pythonタグが付けられた新着投稿 - Qiita |
[競プロ用]ダブリングまとめ |
https://qiita.com/Kept1994/items/ea91c057b0e552323da3
|
ビットに直した時に何ビット目が立っているかaforiinrangeintmathlogKifKgtgtiampaappendiテンプレートX個の要素のN回操作後を求める表を作る。 |
2020-05-28 02:30:38 |
| js |
JavaScriptタグが付けられた新着投稿 - Qiita |
利率や税率をJavascriptで計算させる（指定小数位の切り捨て） |
https://qiita.com/TechnoKuRo/items/393a99d065e349c1b422
|
結論最後に切り上げられるのを防止するため、割られる数と調整値の積と割る数の商Aを求め、あとでAと調整値の商を小数点以下切り捨てするというやり方です。 |
2020-05-28 02:58:35 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
MobileARShadowというシェーダーから偶然生まれた残像のエフェクトについて |
https://teratail.com/questions/265458?rss=all
|
MobileARShadowというシェーダーから偶然生まれた残像のエフェクトについて前提・実現したいことMobileARshadowというAR上に適応するためのシャドウシェーダーをPlaneに貼り付けたところ、偶然残像のようなエフェクトが生まれました。 |
2020-05-28 02:59:26 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
正規表現 連続する単語 検出するには |
https://teratail.com/questions/265457?rss=all
|
pamnbspamnbspanbspstudent |
2020-05-28 02:58:33 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
複数文字をスペースを空けて出力する際に最後だけ改行する方法について |
https://teratail.com/questions/265456?rss=all
|
複数文字をスペースを空けて出力する際に最後だけ改行する方法について効率的な改行の方法について例えば出力したい数値が以下のようなけーs場合nbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspnbspについて、うまく最後の文字で改行できる方法としてはどのようなものがありますでしょうか。 |
2020-05-28 02:50:45 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
C言語で構造体の配列のソートがしたい |
https://teratail.com/questions/265455?rss=all
|
|
2020-05-28 02:49:37 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
GASを使って、別ブックに対してvlookup的な処理をしたい |
https://teratail.com/questions/265454?rss=all
|
GASを使って、別ブックに対してvlookup的な処理をしたい前提・実現したいことGASを使って、スプレッドシートAから特定のデータをBに渡すスクリプトを組みたいです。 |
2020-05-28 02:42:38 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
テンプレートEisvogelを使用した際にキャプションが左に寄る現象とFigureTitleを変更できない現象 |
https://teratail.com/questions/265453?rss=all
|
|
2020-05-28 02:16:20 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
Kerasを用いたmnistでのノイズ除去コード内のplot,history |
https://teratail.com/questions/265452?rss=all
|
Kerasを用いたmnistでのノイズ除去コード内のplothistory前提・実現したいことKerasを用いたノイズ除去を行いたく、あるサイトに載っているコードを参考にしています。 |
2020-05-28 02:10:01 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
｟GAS｠Gmailへ帰ってくるエラーメールの情報をスプレッドシート へ反映させたい |
https://teratail.com/questions/265451?rss=all
|
｟GAS｠Gmailへ帰ってくるエラーメールの情報をスプレッドシートへ反映させたい前提・実現したいことGmailへ返ってくるエラーメールを件名とメールアドレスを元にラベルerrorMailで振り分けをしていますが、エラーメール内の下記、太文字メール部分のメールアドレスとスプレッドシートnbspのメールアドレスを参照しシートのA列を→へ変えたいです。 |
2020-05-28 02:06:13 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
Database does not exist. (SQL: PRAGMA foreign_keys = ON;) エラー解消について |
https://teratail.com/questions/265450?rss=all
|
DatabasedoesnotexistSQLPRAGMAforeignkeysONエラー解消についてphpartisannbspmigratenbspを実行するとDatabasenbspnbspdoesnbspnotnbspexistnbspSQLnbspnbspPRAGMAnbspforeignkeysnbspnbspONnbspとエラーが出てしまいます。 |
2020-05-28 02:05:34 |
| Program |
[全てのタグ]の新着質問一覧｜teratail（テラテイル） |
anaconda prompt error |
https://teratail.com/questions/265449?rss=all
|
anacondaprompterror前提・実現したいことcolmapをvisualstudionbspからbuildしようとしています。 |
2020-05-28 02:02:51 |
| Docker |
dockerタグが付けられた新着投稿 - Qiita |
Windows 10 homeでDocker Desktopを利用する。【初心者】 |
https://qiita.com/outk/items/af03895affe61f493a6a
|
WSLのインストールまずはWSLを利用できるようにします。 |
2020-05-28 02:13:20 |
| Linux |
CentOSタグが付けられた新着投稿 - Qiita |
CentOS7 on VirtualBOXにおけるホストOSとの共有フォルダ設定方法 |
https://qiita.com/kabigon/items/05743c3809b05a8138a0
|
共有フォルダの設定再起動からの復帰後、デバイス共有フォルダー共有フォルダー設定から、ホストOS今回は、Windows内の共有したいフォルダを設定します。 |
2020-05-28 02:19:08 |
| 海外TECH |
Ars Technica |
Trump tweet throws House surveillance debate into chaos |
https://arstechnica.com/?p=1679104
|
chaos |
2020-05-27 17:27:16 |
| 海外TECH |
DEV Community |
Round One of CodeLand:Distributed Speakers, Announced! |
https://dev.to/devteam/round-one-of-codeland-distributed-speakers-announced-10dh
|
Round One of CodeLand Distributed Speakers Announced CodeLand Distributed is a community first conference by DEV and CodeNewbie designed to help programmers level up their knowledge motivation and career This year the conference is entirely remote allowing you to stay home stay safe and join us easily no matter where you are We look forward to catching you live on July amp Today we are thrilled to share the first group of speakers for CodeLand Distributed Meet your speakers Part I Aisha Blake ltag user id follow action button background color FFF important color FFB important border color FFF important Aisha Blake A theatre kid turned tech community leader I approach speaking and teaching as a way to give others the tools to shine as brightly as they can Ask me about lt title of conf gt and self conference AishaBlake AishaBlake Alex Morton ltag user id follow action button background color aee important color ffffff important border color aee important Alex Morton Hello I m Alex and I m a self taught web developer loving learning building cool things and being a part of the vibrant community Follow me on Twitter gt gt alexlsaltt alexlsalt Beleicia Bullock ltag user id follow action button background color eccff important color cff important border color eccff important Beleicia Bullock CS grad student web dev enthusiast ️and technical interviewing coach oh my belebull Charity Majors ltag user id follow action button background color DDEE important color FFFFFF important border color DDEE important Charity Majors Cofounder of honeycomb io coauthor of Database Reliability Engineering Operations engineer DBA systems engineer SRE devops etc On call since I was The only good diff is a red diff mipsytipsy charity Erika Heidi ltag user id follow action button background color important color FFFFFF important border color important Erika Heidi Code sorceress and machine enchantress I love writing and building things erikaheidi erikaheidi Josh Puetz ltag user id follow action button background color important color FFFFFF important border color important Josh Puetz Purveyor of fine nerdery Poptimist Principal software engineer at dev to joshpuetz joshpuetz Mai Irie ltag user id follow action button background color DDB important color fdff important border color DDB important Mai Irie I m the Director of Engineering at DoSomething org a tech company exclusively for young people and social change mirie Miranda Limonczenko ltag user id follow action button background color important color ffffff important border color important Miranda Miranda is founder of Books on Code with a mission to bring book lover culture to programmers MLimonczenko Safia Abdalla ltag user id follow action button background color DB important color FFFFFF important border color DB important Safia Abdalla I make open source at nteractio make software at Microsoft and write books and blogs Dream big and follow through even bigger captainsafia captainsafia Sangeetha KP ltag user id follow action button background color b important color ffffff important border color b important SangeethaKP humblefool sangee kp Vaidehi Joshi ltag user id follow action button background color ffc important color fdff important border color ffc important Vaidehi Joshi Writing words writing code Sometimes doing both at once Señiorita engineer at DEV vaidehijoshi vaidehijoshi Alex Qin Amit Nambiar Denise Yu Eyal Yavor Vanessa Mack Wesley FaulknerStay tuned in the coming weeks for the second round of talented and inspiring CodeLand Distributed speakers Given their expertise and unique perspectives we re looking forward to one of the best CodeLand conferences ever gt gt Haven t registered for CodeLand Distributed yet Secure your spot today The event starts at We know how much work goes into drafting submissions Thanks to everyone who shared a talk or workshop proposal with us We loved reading your thoughts and hope to see your name in a future CFP down the road |
2020-05-27 17:17:29 |
| Apple |
AppleInsider - Frontpage News |
Samsung unveils Apple Card competitor dubbed 'Samsung Money by SoFi' |
https://appleinsider.com/articles/20/05/27/samsung-unveils-apple-card-competitor-dubbed-samsung-money-by-sofi
|
Samsung unveils Apple Card competitor dubbed x Samsung Money by SoFi x Samsung has launched a new mobile first money management system called Samsung Money complete with an accompanying Mastercard and exclusive Samsung Pay benefits |
2020-05-27 17:32:15 |
| 海外TECH |
Engadget |
Judges toss lawsuit alleging anti-conservative bias on social media |
https://www.engadget.com/judges-drop-social-media-anti-conservative-case-175623139.html
|
Judges toss lawsuit alleging anti conservative bias on social mediaIn the nonprofit organization Freedom Watch and a conservative YouTuber named Laura Loomer tried to sue social media companies They alleged that Twitter Facebook and Google which owns YouTube broke antitrust laws and violated their Firs |
2020-05-27 17:56:23 |
| 海外TECH |
CodeProject Latest Articles |
SpeechRecognition Windows 10 API for plain Win32 |
https://www.codeproject.com/Articles/5269472/SpeechRecognition-Windows-10-API-for-plain-Win32
|
function |
2020-05-27 17:35:00 |
| 海外科学 |
NYT > Science |
Live SpaceX Launch: Latest Updates |
https://www.nytimes.com/2020/05/27/science/spacex-launch-nasa.html
|
dragon |
2020-05-27 17:38:24 |
| 海外科学 |
NYT > Science |
Elon Musk’s SpaceX Suit Is Like a Tuxedo for the Starship Enterprise |
https://www.nytimes.com/2020/05/27/fashion/SpaceX-Dragon-Suits.html
|
wearable |
2020-05-27 17:34:21 |
| 海外科学 |
NYT > Science |
Coronavirus Live Updates: U.S. Death Toll Approaches 100,000 as Cases Climb |
https://www.nytimes.com/2020/05/27/us/coronavirus-live-updates.html
|
Coronavirus Live Updates U S Death Toll Approaches as Cases ClimbThe national death toll is expected to reach soon Education Secretary Betsy DeVos said she will direct public school districts to share a portion of federal aid with private schools regardless of income |
2020-05-27 17:53:24 |
| 海外科学 |
NYT > Science |
Coronavirus Live: World Updates |
https://www.nytimes.com/2020/05/27/world/coronavirus-news.html
|
fears |
2020-05-27 17:38:16 |
| 海外科学 |
BBC News - Science & Environment |
How we got to this point |
https://www.bbc.co.uk/news/science-environment-52818543
|
international |
2020-05-27 17:07:26 |
| 金融 |
金融庁ホームページ |
「新型コロナウイルス感染症関連情報」特設ページを更新しました。 |
https://www.fsa.go.jp/ordinary/coronavirus202001/press.html
|
新型コロナウイルス |
2020-05-27 19:00:00 |
| 金融 |
金融庁ホームページ |
資本性借入金の取扱いの明確化に係る「主要行等向けの総合的な監督指針」等の一部改正について公表しました。 |
https://www.fsa.go.jp/news/r1/ginkou/20200527.html
|
資本 |
2020-05-27 19:00:00 |
| 金融 |
金融庁ホームページ |
金融機能強化法の改正について麻生金融担当大臣談話を公表しました。 |
https://www.fsa.go.jp/common/conference/danwa/20200527.html
|
金融担当大臣 |
2020-05-27 19:00:00 |
| 金融 |
金融庁ホームページ |
今後の事業者の資金繰り支援について麻生金融担当大臣談話を公表しました。 |
https://www.fsa.go.jp/common/conference/danwa/20200527_2.html
|
資金繰り |
2020-05-27 19:00:00 |
| 金融 |
金融庁ホームページ |
令和２年度第２次補正予算の決定を踏まえた資金繰り支援について金融機関に要請しました。 |
https://www.fsa.go.jp/news/r1/ginkou/20200527_2.html
|
補正予算 |
2020-05-27 19:00:00 |
| 金融 |
金融庁ホームページ |
住宅ローン等に係る条件変更等について金融機関に要請しました。 |
https://www.fsa.go.jp/news/r1/ginkou/20200527-ka.html
|
住宅ローン |
2020-05-27 19:00:00 |
| 海外ニュース |
Japan Times latest articles |
Abe Cabinet approves another ¥117 trillion relief package to fend off COVID-19 fallout |
https://www.japantimes.co.jp/news/2020/05/27/business/economy-business/shinzo-abe-cabinet-japan-relief-package-coronavirus/
|
Abe Cabinet approves another trillion relief package to fend off COVID falloutThe new package is aimed at further shoring up steps to help individuals and companies that are financially struggling due to the coronavirus |
2020-05-28 03:16:41 |
| 海外ニュース |
Japan Times latest articles |
Hong Kong police clamp down on national anthem law protests |
https://www.japantimes.co.jp/news/2020/05/27/asia-pacific/hong-kong-protesters-anthem-law/
|
Hong Kong police clamp down on national anthem law protestsHong Kong police cast a dragnet around the financial hub s legislature on Wednesday and fired pepper pellet rounds in the commercial district as they stamped down |
2020-05-28 03:25:47 |
| 海外ニュース |
Japan Times latest articles |
Japan’s new virus contact-tracing app promises privacy in bid for reach |
https://www.japantimes.co.jp/news/2020/05/27/national/japans-coronavirus-contact-tracing-app-privacy/
|
japan |
2020-05-28 02:43:44 |
| 海外ニュース |
Japan Times latest articles |
Yusei Nakanishi gets new shikona, but what’s in a ring name? |
https://www.japantimes.co.jp/sports/2020/05/27/sumo/yusei-nakanishi-gets-new-shikona-whats-ring-name/
|
Yusei Nakanishi gets new shikona but what s in a ring name Ring name changes are not unusual and regularly happen upon significant promotions or as a way of changing luck after a string of bad results |
2020-05-28 02:10:56 |
| 海外ニュース |
Japan Times latest articles |
Nagano and Ishikawa high school baseball coaches tout special anti-virus masks to get game going again |
https://www.japantimes.co.jp/sports/2020/05/27/baseball/japanese-baseball/nagano-ishikawa-high-school-baseball-coaches-tout-special-anti-virus-masks-get-game-going/
|
Nagano and Ishikawa high school baseball coaches tout special anti virus masks to get game going againLocal baseball federation to hand out masks made of washable antimicrobial fabric that are more breathable |
2020-05-28 02:05:33 |
| 海外ニュース |
Japan Times latest articles |
The right economic response to the COVID-19 crisis |
https://www.japantimes.co.jp/opinion/2020/05/27/commentary/japan-commentary/right-economic-response-covid-19-crisis/
|
crisisextraordinary |
2020-05-28 03:59:27 |
| 海外ニュース |
Japan Times latest articles |
Stay-home request spurs a reading revival |
https://www.japantimes.co.jp/opinion/2020/05/27/commentary/japan-commentary/stay-home-request-spurs-reading-revival/
|
covid |
2020-05-28 03:58:08 |
| 海外ニュース |
Japan Times latest articles |
Boris Johnson leaves the dirty work to everyone else |
https://www.japantimes.co.jp/opinion/2020/05/27/commentary/world-commentary/boris-johnson-leaves-dirty-work-everyone-else/
|
doesn |
2020-05-28 03:57:47 |
| 海外ニュース |
Japan Times latest articles |
The end of Europe’s Chinese dream |
https://www.japantimes.co.jp/opinion/2020/05/27/commentary/world-commentary/end-europes-chinese-dream/
|
economic |
2020-05-28 03:56:18 |
| ニュース |
BBC News - Home |
Coronavirus: Test and trace system will start on Thursday |
https://www.bbc.co.uk/news/health-52820592
|
england |
2020-05-27 17:21:20 |
| ニュース |
BBC News - Home |
Coronavirus: Boris Johnson urges UK to 'move on' from Cummings row |
https://www.bbc.co.uk/news/uk-politics-52814815
|
lockdown |
2020-05-27 17:38:23 |
| ニュース |
BBC News - Home |
Coronavirus: Evening update as PM rules out Cummings inquiry |
https://www.bbc.co.uk/news/uk-52822963
|
outbreak |
2020-05-27 17:04:59 |
| ニュース |
BBC News - Home |
Hong Kong 'no longer autonomous from China' - Pompeo |
https://www.bbc.co.uk/news/world-us-canada-52824839
|
china |
2020-05-27 17:29:47 |
| ニュース |
BBC News - Home |
Letter from Dunkirk soldier arrives 80 years later |
https://www.bbc.co.uk/news/uk-england-suffolk-52812539
|
harry |
2020-05-27 17:55:27 |
| ニュース |
BBC News - Home |
Fraggle Rock to be revived by Apple TV+ after 33 years |
https://www.bbc.co.uk/news/entertainment-arts-52813532
|
travelling |
2020-05-27 17:16:52 |
| ニュース |
BBC News - Home |
Premier League clubs agree to resume contact training; four more positive coronavirus tests |
https://www.bbc.co.uk/sport/football/52820291
|
Premier League clubs agree to resume contact training four more positive coronavirus testsPremier League clubs agree to resume contact training as four more individuals across three teams test positive for coronavirus |
2020-05-27 17:39:52 |
| ニュース |
BBC News - Home |
Coronavirus: How will contact tracing work in England? |
https://www.bbc.co.uk/news/explainers-52442754
|
coronavirus |
2020-05-27 17:15:58 |
| ビジネス |
ダイヤモンド・オンライン - 新着記事 |
米国務省、「香港は自治を失った」と正式に判断 - WSJ発 |
https://diamond.jp/articles/-/238664
|
香港 |
2020-05-28 02:03:00 |
| 北海道 |
北海道新聞 |
自公、９月入学見送り 提言原案 社会的混乱を懸念 |
https://www.hokkaido-np.co.jp/article/424849/
|
見送り |
2020-05-28 02:04:03 |
| GCP |
Cloud Blog |
How Kaggle solved a spam problem in 8 days using AutoML |
https://cloud.google.com/blog/products/ai-machine-learning/how-kaggle-solved-a-spam-problem-using-automl/
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How Kaggle solved a spam problem in days using AutoMLKaggle is a data science community of over million users In September of we found ourselves under a sudden siege of spam traffic that threatened to overwhelm visitors to our site We had to come up with an effective solution fast Using AutoML Natural Language on Google Cloud Kaggle was able to train test and deploy a spam detection model to production in just eight days In this post we ll detail our success story about using machine learning to rapidly solve an urgent business dilemma A spam dilemmaMalicious users were suddenly creating large numbers of Kaggle accounts in order to leave spammy search engine optimization SEO content in the user bio section Search engines were indexing these bios and our existing spam detection heuristics were failing to flag them In short we faced a growing and embarrassing predicament Our problem was context Kaggle is a community focused on data science and machine learning As a result of our topical data science focus a user bio that seems harmless in isolation may be the work of a spammer Here is a real example of one such bio I am a personal injury lawyer in Chicago I help individuals and families in cases involving serious injuries and wrongful death Many of my cases involve car accidents nursing home abuse and medical malpractice Such a bio may fit in on a forum of legal professionals but on the Kaggle site it s a mark of an SEO spammer This content also lacks the typical keywords and unsavory topics that one might expect to find in spam This context meant that stopping the spam required more than a generic model we needed a solution that could take our Kaggle specific context into account We had the intuition that machine learning could handle this problem but building natural language models to deal with spam was not anyone at Kaggle s day job We feared weeks of late nights slogging towards a good enough solutionーspam models require very high accuracy because of the high cost of miscategorizing a legitimate user Even with a usable prototype running in R or Python there was the looming frustration of deploying it in Kaggle s C codebase As we planned out our options we had an unconventional idea what about trying AutoML Enter AutoMLTrue to its name AutoML performs automated machine learning evaluating huge numbers of neural network architectures to determine the most effective model for a problem We first witnessed the potential of the AutoML suite of products when a Google team used it to take second place at the KaggleDays hackathon On a whim we decided to pass our bio problem through the AutoML Natural Language Classification API We could readily generate a labeled training dataset because we had existing examples of bios belonging to known legitimate users After uploading these bios clicking the “Start Training button and waiting a few hours we received an email that training was complete Building models is normally a process that involves many failures but the results were astoundingly impressive for a first attempt with precision how “accurate the model is and recall how “thorough the model is above We manually inspected the performance ran test examples through the model and determined it would be immediately suitable to deploy in production It successfully picked up on a wide variety of spammy content types some identifying information and language is blurred out Returning to our previous example on the importance of context the model gives the personal injury lawyer a confidence of being spam Meanwhile it has full confidence that the data scientist equivalent is allowable On top of being accurate AutoML afforded a major advantage when the time came to deploy the model When training was finished the model was already hosted and exposed via an API Kaggle simply had to write a quick shim to call this API from our application It took only eight days from when we started working on this problem to when we deployed a model serving live traffic It required no advanced skills in deep learning or natural language processing The model has since made thousands of correct decisions and greatly reduced our spam related traffic While this story was about spam detection the takeaway isn t just that you can use AutoML for spam AutoML has the potential to replicate this success story across the thousands of bespoke image text or tabular problems that businesses face AutoML can step in when off the shelf models are insufficient when you want to test a hunch but don t have months to dedicate to it or if you re simply not a deep learning expert The combination of high accuracy rapid iteration and smooth deployment can make AutoML an attractive approach to developing machine learning solutions for a wide range of business problems and needs |
2020-05-27 17:30:00 |
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