AWS |
AWS Machine Learning Blog |
Use AutoGluon-Tabular in AWS Marketplace |
https://aws.amazon.com/blogs/machine-learning/use-autogluon-tabular-in-aws-marketplace/
|
Use AutoGluon Tabular in AWS MarketplaceAutoGluon Tabular is an open source AutoML framework that requires only a single line of Python to train highly accurate machine learning ML models on an unprocessed tabular dataset In this post we walk you through a way of using AutoGluon Tabular as a code free AWS Marketplace product We use this process to train and deploy a highly … |
2021-11-08 19:42:31 |
AWS |
AWS Media Blog |
Real-Time Streaming Protocol now supported in AWS Elemental Live |
https://aws.amazon.com/blogs/media/real-time-streaming-protocol-now-supported-in-aws-elemental-live/
|
Real Time Streaming Protocol now supported in AWS Elemental LiveStreaming media updates Like many technologies video streaming protocols have evolved over decades to provide greater performance reliability and efficiency Modern video technology plays an important part in elevating the viewing experience and the same can be said about how a video architecture is designed and implemented In some cases legacy protocols can be adapted … |
2021-11-08 19:20:02 |
AWS |
AWS Messaging and Targeting Blog |
Creating a costs analytics view to email campaign generated by Amazon Pinpoint |
https://aws.amazon.com/blogs/messaging-and-targeting/creating-a-costs-analytics-view-to-email-campaign-generated-by-amazon-pinpoint/
|
Creating a costs analytics view to email campaign generated by Amazon PinpointIntroduction Many companies have multiple departments using different campaigns in the same AWS account on Amazon Pinpoint and need to split costs at the end of each month between the owners of each campaign To do this companies need an easy way to find how much each campaign has generated of cost since the Amazon … |
2021-11-08 19:52:58 |
AWS |
AWS |
AWS Partner: Ditno | Amazon Web Services |
https://www.youtube.com/watch?v=BronezrQ1w8
|
AWS Partner Ditno Amazon Web ServicesIn this episode of AWS Community Chats Aley Hammer interviews Andy Walker the CEO of Ditno how their solution helps its customers and what business problem they are trying to solve Andy also explains how Ditno integrates with AWS to help their customers with their cloud transformation Finally Andy gives insight into what is coming up next for Ditno and how this will continue to help their customers transform Learn more about Ditno 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 |
2021-11-08 19:04:18 |
Program |
[全てのタグ]の新着質問一覧|teratail(テラテイル) |
UnityでFungusを使い会話シーンを作りたい。 |
https://teratail.com/questions/368380?rss=all
|
UnityでFungusを使い会話シーンを作りたい。 |
2021-11-09 04:43:56 |
Program |
[全てのタグ]の新着質問一覧|teratail(テラテイル) |
Unity オンラインサーバー通信の方法について |
https://teratail.com/questions/368379?rss=all
|
playfab |
2021-11-09 04:16:26 |
Ruby |
Rubyタグが付けられた新着投稿 - Qiita |
dyld: Library not loaded: /usr/local/opt/icu4c/lib/libicui18n.68.dylibの解決方法 |
https://qiita.com/hirokun0204/items/780d9ec5aa97e3837f31
|
dyldLibrarynotloadedusrlocalopticucliblibicuindylibの解決方法環境macOSBigSurverRailsエラー内容学習のために、railsで新規アプリを作成しようと際に、railsnewアプリ名を実行したところ、以下のエラーが発生しました。 |
2021-11-09 04:04:34 |
Ruby |
Railsタグが付けられた新着投稿 - Qiita |
dyld: Library not loaded: /usr/local/opt/icu4c/lib/libicui18n.68.dylibの解決方法 |
https://qiita.com/hirokun0204/items/780d9ec5aa97e3837f31
|
dyldLibrarynotloadedusrlocalopticucliblibicuindylibの解決方法環境macOSBigSurverRailsエラー内容学習のために、railsで新規アプリを作成しようと際に、railsnewアプリ名を実行したところ、以下のエラーが発生しました。 |
2021-11-09 04:04:34 |
海外TECH |
Ars Technica |
Disney+ will slash your HDTV’s black bars via IMAX Digital update |
https://arstechnica.com/?p=1811190
|
marvel |
2021-11-08 19:40:02 |
海外TECH |
Ars Technica |
Here’s what the infrastructure bill means for road safety and EVs |
https://arstechnica.com/?p=1811228
|
infrastructure |
2021-11-08 19:21:24 |
海外TECH |
MakeUseOf |
7 Tips to Maximise Electric Car Range |
https://www.makeuseof.com/tips-to-maximise-electric-car-range/
|
electric |
2021-11-08 19:45:12 |
海外TECH |
MakeUseOf |
Kali Linux vs. BackBox vs. Parrot OS: Which One Should You Choose? |
https://www.makeuseof.com/kali-linux-vs-backbox-vs-parrot-os/
|
Kali Linux vs BackBox vs Parrot OS Which One Should You Choose Need help deciding which security focused Linux distro to go for Here s a detailed comparison between Kali Linux BackBox and Parrot OS |
2021-11-08 19:00:41 |
海外TECH |
DEV Community |
We all make mistakes. We're only human |
https://dev.to/kulgavy/we-all-make-mistakes-were-only-human-2obo
|
We all make mistakes We x re only humanBuilding anything technical is hard Even if you re just a developer working on your own there are a ton of moving pieces We re connecting increasingly complex systems and our end users come in every shape and size imaginable It s many hands in many pots With so much complexity and the added pressure of trying to ship early we make mistakes We misunderstand requirements Code gets sloppy We re off in our vision or miss business requirements Plans go sideways These mistakes add up They compound and they result in buggy poorly working and at times unsecure products There has to be a better way We have to properly and fully test what we build Software failures in the US cost the economy USD trillion in Can you afford to contribute to that cost Welcome to the world of software testingSoftware or app testing is how we check whether our finished product matches the expected requirements and ensures that our software is bug free and performs well Whether you re a solopreneur wanting to introduce more rigorous testing methodologies or a growing business hiring a QA team it s clear that development projects of all sizes can benefit from a defined QA process Software testing can also provide an objective independent view of your software to allow you to appreciate and understand the risks in what you re looking to build The cost of poor testingNeed more convincing on the value of testing To start software defects can damage a brand s reputation ーleading to frustrated and lost customers For startups and products just trying to get off the ground bugs and incomplete features can mean the difference between a killer launch or the scrap heap Small dev teams have the magical ability to address issues swiftly but your time is so much better spent building new than fixing old Focus on testing and stay focused on the new Continue reading |
2021-11-08 19:28:33 |
海外TECH |
DEV Community |
Building on AWS Using Github Copilot and AWS CDK |
https://dev.to/pedramha/building-on-aws-using-github-copilot-and-aws-cdk-4ja8
|
Building on AWS Using Github Copilot and AWS CDKIn this post we are going to have a look at Github s Copilot and how we can leverage it spin up some resources using AWS CDK Copilot is still in technical preview But if you already signed up for it and are lucky enough like me to have access to it you can enable it as a simple VS Code extension Of course I do not expect for the Copilot to be very mature as it is not publicly released yet but I believe it seems very promising and arguably it changes the way we think about software development Just like driving assistance systems which are not a replacement for a driver Github Copilot will also not replace developers but rather empowers them There are already many videos on youtube and blog posts explaining basic functions that Copilot automatagically generates In this post though we try to see how it can be used in a serverless aws world As you might already know copilot uses billions of lines of code on Github to give you suggestion while coding It actually is even giving me suggestions a I am writing this post What I am going to do is to perform the same tasks I did in this post using Copilot Some of the things I explain here are a bit difficult to grasp in writing form so I will explain them in a video in a later parts of this post So as always first thing s first let s initialize an empty CDK typescript project cdk init language typescript Then we go to package json to declare the dependencies for our project Add the following modules the dependencies npm install aws cdk aws ecs aws cdk aws ecs patterns aws cdk aws ecr assets saveBy default CDK deploys the VPC for you but if you want control over your VPC go ahead and import EC Module and add the VPC Then go to the lib folder and the typescript file for your application stack Add the following import statements to before class declaration import cdk require aws cdk core import apigateway require aws cdk aws apigateway import dynamodb require aws cdk aws dynamodb import lambda require aws cdk aws lambda import RemovalPolicy from aws cdk core import create from domain import BillingMode from aws cdk aws dynamodb As I write const dynamodbTable copilot automatically generates the following part new dynamodb Table this dynamodbTable So it only instantiates the table using the packages I provided However as I go to the next line to provide the partition key and other settings for the table it surprisingly suggested the following code partitionKey name id type dynamodb AttributeType STRING billingMode BillingMode PAY PER REQUEST removalPolicy RemovalPolicy DESTROY Regarding the lambda functions I start with the get all function As I mentioned it is important that you give meaningful names to your functions because copilot will use those names to generate the code So I only type const getAllItemsLambda copilot generates the following for me const getAllItemsLambda new lambda Function this getAllItemsLambda runtime lambda Runtime NODEJS X code lambda Code fromAsset lambda handler getAllItems handler environment TABLE NAME dynamodbTable tableName Very nice so far regarding the IAM Roles for our lambdas as I start the name of the db I get the following suggestions dynamodbTable grantReadWriteData createItemsLambda dynamodbTable grantReadWriteData getAllItemsLambda This is nice though it doesn t respect the principal of least privilege so I amend the second line to grantReadData Now let s go for the API Gateway As I start typing api I get the following suggestion const api new apigateway RestApi this restApi restApiName cdkwithcopilot I also get the following suggestions as I type the name of the resource const root api root const getAllItemsApi new apigateway LambdaIntegration getAllItemsLambda root addMethod GET getAllItemsApi const createItemsApi new apigateway LambdaIntegration createItemsLambda root addMethod POST createItemsApi All the resources were suggested as expected only for the usage plan copilot wrongly suggested api UsagePlane instead of api addUsagePlan Also it had a little problem when I added the Api Key Getting to the lambda functions I was able to generate the following using copilot const AWS require aws sdk const db new AWS DynamoDB DocumentClient const TablName process env TABLE NAME export const handler async event any Promise lt any gt gt const params TableName TablName const result await db scan params promise return result Items Also for the other lambda function which creates the items const AWS require aws sdk const db new AWS DynamoDB DocumentClient const TABLE NAME process env TABLE NAME added manually export const handler async event any Promise lt any gt gt const params TableName TABLE NAME try const response await db scan params promise return status success data response Items catch dbError return status error data dbError Now the moment of truth CDK synthAnd worked as expected I was truly amazed by how powerful copilot is I even wrote a few lines of this blog post with it Arguably copilot is not a replacement for developers but an amazing tool which helps us developers build better software I hope you enjoyed this post Thank you very much for reading Pedram and Copilot |
2021-11-08 19:21:47 |
海外TECH |
DEV Community |
MongoDB $weeklyUpdate (November 8, 2021): Latest MongoDB Tutorials, Events, Podcasts, & Streams! |
https://dev.to/mongodb/mongodb-weeklyupdate-november-8-2021-latest-mongodb-tutorials-events-podcasts-streams-5a77
|
MongoDB weeklyUpdate November Latest MongoDB Tutorials Events Podcasts amp Streams Hi everyone Welcome to MongoDB weeklyUpdate Here you ll find the latest developer tutorials upcoming official MongoDB events and get a heads up on our latest Twitch streams and podcast curated by Adrienne Tacke Enjoy Freshest Tutorials on DevHubWant to find the latest MongoDB tutorials and articles created for developers by developers Look no further than our DevHub Making SwiftUI Previews Work For YouAndrew Morgan Get the most out of iOS Canvas previews to improve your productivity and app quality Turning Your Local Game into an Online Experience with MongoDB Realm SyncDominic Frei This article shows how to migrate from using a local Realm to MongoDB Realm Sync MongoDB Network Compression A Win WinBrian Leonard This article provides two tuneable Python scripts read from mongo py and write to mongo py that you can use to see the impact of network compression yourself Let s Give Your Realm Powered Ionic Web App the Native Treatment on iOS and Android Diego Freniche We can convert an existing Ionic React web app that saves data in MongoDB Realm using Apollo GraphQL into an iOS and Android app using a couple of commands MongoDB on Twitch amp YouTubeWe stream tech tutorials live coding and talk to members of our community via Twitch and YouTube Sometimes we even stream twice a week Be sure to follow us on Twitch and subscribe to our YouTube channel to be notified of every stream Latest StreamFollow us on Twitch and subscribe to our YouTube channel so you never miss a stream Last Word on the MongoDB PodcastLatest EpisodeCatch up on past episodes Ep Shrey Batra Writing Scalable Applications for Big Data with MongoDBEp Online Archive and Data Lake with Benjamin FlastEp Serverless with Chris Shum Not listening on Spotify We got you We re most likely on your favorite podcast network including Apple Podcasts PlayerFM Podtail and Listen Notes MongoDB DevRel around the InterwebzWatch our team do their thang at various conferences meetups and podcasts around the world virtually for now Also find external articles and guest posts from our DevRel team here UpcomingNov DevRelConLauren Schaefer will be at DevRelCon Conference to give their talk SEO for DevRel Nov CodemotionLauren Schaefer will be at Codemotion Conference to give their talk How to Raise Your Profile as a Developer And Why You Should Bother Nov Build Stuff LithuaniaAdrienne Tacke will be in Vilnius to give her talk Multi Cloud Magic Leveraging Multi Cloud Clusters in the Real World at Build Stuff Lithuania These weeklyUpdates are always posted to the MongoDB Community Forums first Sign up today to always get first dibs on these weeklyUpdates and other MongoDB announcements interact with the MongoDB community and help others solve MongoDB related issues |
2021-11-08 19:15:30 |
Apple |
AppleInsider - Frontpage News |
How to add PCI-E expansion to your new MacBook Pro |
https://appleinsider.com/articles/21/11/08/how-to-add-pci-e-expansion-to-your-new-macbook-pro?utm_medium=rss
|
How to add PCI E expansion to your new MacBook ProWhile you can t jam a PCI E card inside your MacBook Pro you can still add cards to expand its capabilities by using Thunderbolt Here s what you need to do and the best enclosures to get the job done Apple s MacBook Pro lineup has undergone many changes in its latest refresh with the inch MacBook Pro and inch MacBook Pro providing considerable computing power in a highly portable package With the new MacBook Pro models using the M Pro and M Max system on chips the performance is high enough to outpace that of some entry level Mac Pro desktops While that does make the MacBook Pro a cheaper and more attractive option than the Mac Pro the desktop workstation still reigns supreme in one area upgrades Read more |
2021-11-08 19:57:16 |
海外TECH |
Engadget |
‘Pokémon Go’ maker Niantic is helping others create AR metaverse apps |
https://www.engadget.com/pokemon-go-niantic-augmented-reality-metaverse-apps-193559416.html?src=rss
|
Pokémon Go maker Niantic is helping others create AR metaverse appsNiantic Labs is offering everyone the chance to get their hands on the tech behind Pokémon Go nbsp and Pikmin Bloom nbsp so they can build their own augmented reality and quot real world metaverse quot apps Developers can start using the Niantic Lightship platform today The company also announced a investment fund to back developers that quot share our vision for the real world metaverse and contribute to the global ecosystem we are building quot Developers can use Ninatic s toolkit to create real time D mesh maps so apps can understand the surfaces and topography of the world surrounding a device Other APIs will help apps know the difference between different aspects of an environment such as the ground sky water and buildings The toolkit also enables developers to make apps that allow up to five players to take part in the same AR multiplayer session keeping all of their content and interactions in sync The tools are mostly free The multiplayer APIs will be available at no cost for the first six months no matter how many users an app has After that Niantic will charge a fee if the APIs are used in an app with more than monthly active users Several notable brands have taken part in a private beta of the development kit including Universal Pictures PGA of America and Warner Music Group Coachella has created an AR experience that its festival attendees will be able to check out next year They ll be able to see a large version of Coachella s butterfly landing on the seven story Spectra rainbow walkway tower Meanwhile Shueisha is working with developer T amp S to bring characters from One Piece nbsp and other manga into the real world with AR That app will be available in Niantic s vision of the metaverse is very much different from the virtual reality centered future Facebook s parent company Meta has in mind In a blog post in August CEO John Hanke suggested that the quot real world metaverse quot is about connecting the physical and digital worlds rather than existing purely as a virtual experience With that in mind his company has been working on AR glasses with Qualcomm over the last couple of years |
2021-11-08 19:35:59 |
海外TECH |
Engadget |
AMD's first Zen 4 CPUs include a 128-core chip built for the cloud |
https://www.engadget.com/amd-zen-4-genoa-bergamo-cpu-191633260.html?src=rss
|
AMD x s first Zen CPUs include a core chip built for the cloudAMD has unveiled its first processors based on its new Zen architecture and they promise a lot of brawn at least for some users AnandTechnotes AMD has outlined its early Zen roadmap during a virtual data center event and the first two CPU families are Epyc chips aimed at servers and other heavy duty computing tasks The first nicknamed Genoa is built for general purpose computing and packs up to cores thanks in part to a nm process as well as support for DDR memory and PCIe peripherals It arrives sometime in and partners are sampling chips now The star of the show however may be Bergamo It s designed for cloud computing and emphasizes core density ーAMD is promising up to cores in a single CPU The design relies on a modified Zen c architecture the C is for quot cloud quot that offers similar functionality but optimizes cache and power consumption to boost the core count and offer as many processing threads as possible Bergamo doesn t surface until the first half of but it may be useful for internet giants juggling many simultaneous users If you were expecting news on Zen based Ryzen processors you ll be disappointed AMD was unsurprisingly focused on corporate customers at its event and there was no mention of mainstream parts With that said it won t be at all surprising if AMD shares more about next gen Ryzen hardware in the months ahead |
2021-11-08 19:16:33 |
海外科学 |
NYT > Science |
NASA's SpaceX Crew-2: Watch Live Undocking Video Stream |
https://www.nytimes.com/2021/11/08/science/spacex-undocking-nasa.html
|
florida |
2021-11-08 19:54:41 |
海外科学 |
NYT > Science |
Can Glasgow Deliver on a Global Climate Deal? |
https://www.nytimes.com/2021/11/08/climate/glasgow-climate-summit.html
|
money |
2021-11-08 19:38:57 |
海外科学 |
NYT > Science |
Michael Rutter, Pioneering Child Psychiatrist, Is Dead at 88 |
https://www.nytimes.com/2021/11/07/science/michael-rutter-dead.html
|
Michael Rutter Pioneering Child Psychiatrist Is Dead at His wide ranging research helped transform his field a colleague said by “insisting on using data to drive thinking about diagnosis and treatment |
2021-11-08 19:50:42 |
ニュース |
BBC News - Home |
COP26: Obama tells young people to stay angry on climate fight |
https://www.bbc.co.uk/news/science-environment-59210395?at_medium=RSS&at_campaign=KARANGA
|
science |
2021-11-08 19:29:39 |
ニュース |
BBC News - Home |
Owen Paterson: Minister Stephen Barclay expresses regret over vote |
https://www.bbc.co.uk/news/uk-politics-59213255?at_medium=RSS&at_campaign=KARANGA
|
rules |
2021-11-08 19:05:34 |
ニュース |
BBC News - Home |
Yorkshire investigating new racism allegation by former academy player |
https://www.bbc.co.uk/sport/cricket/59213073?at_medium=RSS&at_campaign=KARANGA
|
Yorkshire investigating new racism allegation by former academy playerA former Yorkshire academy player says he was racially abused by a member of staff as a year old in the latest allegation of racism against the club |
2021-11-08 19:09:24 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
「巻き込み型」リーダーシップがうまくいかない10の理由 - トンデモ人事部が会社を壊す |
https://diamond.jp/articles/-/286884
|
理由 |
2021-11-09 04:50:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
【下関西高校】華麗なる卒業生人脈!新外相の林芳正氏、矢野康治財務事務次官、吉村猛山口FG前会長… - 日本を動かす名門高校人脈 |
https://diamond.jp/articles/-/286689
|
|
2021-11-09 04:45:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
自動車大減産で景気下押しも、秋以降に高成長が期待されるワケ - 政策・マーケットラボ |
https://diamond.jp/articles/-/286836
|
生産計画 |
2021-11-09 04:40:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
中国経済が“四重苦”で減速、習近平の「経済より政治優先」が原因 - 今週のキーワード 真壁昭夫 |
https://diamond.jp/articles/-/286883
|
中国経済 |
2021-11-09 04:35:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
フェイスブック、マイクロソフト、アクセンチュア…「メタバース」ブームは本物か - News&Analysis |
https://diamond.jp/articles/-/286847
|
フェイスブック、マイクロソフト、アクセンチュア…「メタバース」ブームは本物かNewsampampAnalysis「メタバース」という造語が急速に注目を集めつつある。 |
2021-11-09 04:30:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
中国離れが広がる中小国の実態、「一帯一路プロジェクト」で問題多発 - DOL特別レポート |
https://diamond.jp/articles/-/286881
|
一帯一路 |
2021-11-09 04:25:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
「部長止まり」と役員・社長になれる人の差は?現役CEO&ヘッドハンターの答え - Editors' Picks |
https://diamond.jp/articles/-/286981
|
editorsxpicks |
2021-11-09 04:23:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
「課長になりたくありません」昇進を拒否する部下を会社は懲戒処分できるのか - 組織を壊す「自分ファースト」な社員たち 木村政美 |
https://diamond.jp/articles/-/286880
|
「課長になりたくありません」昇進を拒否する部下を会社は懲戒処分できるのか組織を壊す「自分ファースト」な社員たち木村政美総務課長の座が急遽空くことになり、仕事ができる若手の主任を抜擢し、昇進の内示を出した。 |
2021-11-09 04:20:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
常識を捨てた「無邪気な発想」からこそヒット商品は生まれる - マッキンゼーで叩き込まれた「問い」の力 |
https://diamond.jp/articles/-/286547
|
人材戦略 |
2021-11-09 04:15:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
家計の見直しで「節約」をしてはいけない理由 - 自分だけは損したくない人のための投資心理学 |
https://diamond.jp/articles/-/286879
|
日常生活 |
2021-11-09 04:10:00 |
ビジネス |
ダイヤモンド・オンライン - 新着記事 |
三浦瑠麗、古市憲寿、橋下徹…ワイドショー3強コメンテーター「強さの理由」 - 河崎環の「余計なことしか考えない」 |
https://diamond.jp/articles/-/286878
|
三浦瑠麗、古市憲寿、橋下徹…ワイドショー強コメンテーター「強さの理由」河崎環の「余計なことしか考えない」衆院選の日の夜は、各局の選挙特番がお楽しみ。 |
2021-11-09 04:05:00 |
ビジネス |
東洋経済オンライン |
林芳正氏の鞍替えで「ポスト岸田」抗争激化の内幕 山口での「安倍vs林」の覇権争いが政局にも影響 | 国内政治 | 東洋経済オンライン |
https://toyokeizai.net/articles/-/467457?utm_source=rss&utm_medium=http&utm_campaign=link_back
|
国内政治 |
2021-11-09 04:30:00 |
GCP |
Cloud Blog |
Live from COP26: A cloud’s eye view |
https://cloud.google.com/blog/topics/sustainability/thoughts-on-cloud-and-climate-change-from-cop26/
|
Live from COP A cloud s eye viewAt Google we re keenly invested in preventing the worst effects of climate change and helping our customers use Google Cloud technology to build a more sustainable future We re watching with interest the goings on at the United Nations Climate Change Conference or COP when representatives from countries and organizations around the world including Google Cloud will gather for the first two weeks in November in Glasgow Scotland for the latest round of climate talks Bookmark this blog as Google sustainability experts bring their perspective on developments discussed there as they pertain to cloud computing Catch the event for yourself on Youtube and Google Arts amp Culture Developing apps that support our natural worldMonday November Alexandrina Garcia Verdin Cloud Developer Advocate At COP the focus thus far has largely been on reducing carbon emissions ーand rightfully so But today s theme of Adaptation Loss and Damage has particular meaning to me Working at Google Cloud I ve witnessed how technology and data can help us solve complex social and environmental challenges especially in two major areas Assessing and quantifying changes caused by human activity on the Earth and course correct ex timelapses of satellite imagery or auto classifying images to detect carbon emissions Creating and adopting the next generation of Earth aligned solutions that improve systems of infrastructure and exchanging of goods ex sensors to support regenerative farming or supply chain apps that label the climate positive impact a good or service has promoting biodegradable materials or circular systems of reuse As a Developer Advocate I build and share how to technical content to show customers how to use our tools In that capacity for Earth Day I created a YouTube mini series called People and Planet AI that helps create paths for developers interested in using machine learning or big data to build meaningful apps via real life examples The first episode of this technical series is on WildlifeInsights org which is an amazing free web app that anyone with an internet connection can use to search or upload photos to a global wildlife database to train machine learning models that auto classify photos of animals taken by research cameras In this vein my peers and I designed a getting started sample for building an animal classifier on Google Cloud Our second episode was on GlobalFishingWatch org another beautiful machine learning project that helps track vessels from illegal unreported and unregulated fishing Our beginner sample teaches you the data transformations performed and the model creation process for building a time series classification It uses GPS vessel data and manually labeled data to predict whether or not a vessel is fishing based on their distance from shore direction lat long speed etc Thanks to Google s employee policy which enables employees to spend of their time on projects outside of their core job I also work co organizing a grass roots group called Anthropocene that matches Googlers with internal climate products research or hardware The goal is to accelerate the creation of climate solutions by connecting talented people to different problems This climate solutions startup community is intentionally a safe and positive space made up of passionate people with a wide spectrum of technical science environmental or organizational backgrounds They each choose the skills they wish to offer ranging from project management UX marketing partner management software engineering technical documentation analytics etc I believe open data and documentation is the way to scale climate solutions with urgency I turn to open source practices because they are at the end of the day contribution frameworks that enable perfect strangers to work together to solve complex issues And when it comes to climate solutions we benefit from global participation to design for regional needs As such documenting recording or summarizing how to build a solution as accessibly possible is key to enabling others It s also equally important for organizations to continuously share data to help build models that have sufficient information to train them My next work will be focused on externalizing the program management learnings we have gathered from operating our climate startups program The goal is to share new frameworks for organizations in any industry to build internal climate solution programs by leveraging employee talent as well as the organization s strengths resources Thanks to data and machine learning today we can understand our natural world with far greater richness than ever before ーby orders of magnitude more I am personally very motivated to see climate solutions grow exponentially and look forward to inspiring technologists to apply their skills to our natural world Can t miss experiences from the Green Zone at COP Friday November Camaryn McKenzie and Denna Nazem Associate Product Marketing Managers GoogleAs part of a generation that is deeply passionate about climate justice and protecting the planet we treat our role as Google marketers as an opportunity to amplify voices generate awareness for technology solutions and build influential and creative content around sustainability This week we ve been exploring COP through Google Arts and Culture s Green Zone ーa space for youth groups civil society academia artists and business to host events exhibitions cultural performances workshops and talks that are online and accessible to all We want to invite you to explore the Green Zone watch live streams straight out of Glasgow and even virtually walk through the exhibits in a space There is a LOT of outstanding content available but we were especially drawn to some of the creative solutions presented by climate leaders to combat global warming Here are the top three sessions we think you can t miss Reimagining Museums for Climate Action What if Indigenous lands were thought of as a kind of museum for climate action The UN launched the “Reimagining Museums for Climate Action design competition in May and is now showcasing eight of the proposals at COP This article allows you to explore the exhibits online showcasing ideas on how museums can become catalysts for climate action One project we found particularly interesting was the Natural Future Museum which celebrates and protects Indigenous communities who have historically lived in harmony with their natural environments The exhibit includes a short film highlighting one community that is doing just that “The relationship between museums and Indigenous groups is often problematic as museums have deprived them of their cultural heritage What if we thought of Indigenous territories themselves as a new kind of museum where forests and peoples ways of life can be sustained Natural Future Museums Reimagining Museums for Climate Action Climate visuals Visualising Climate Change Climate Visuals in collaboration with TED Countdown is releasing photographs selected from a pool of unique submissions Each of the photos is a combination of illustrative and impactful showcasing climate solutions in tandem with the global impact of climate change This initiative is intended to produce an accessible collection of evidence based photos that document the reality of climate change across the globe “How we articulate the impact of climate can make or break public opinion and the ripple effect is seen throughout culture business education media and more Climate VisualsAerial view of systematic deforestation in a Bolivian national park bare strip of ground among forests Marcelo Perez del Carpio Climate Visuals Countdown Men working to drive in posts to retain soil embankment on the coast from erosion by high tides Debsuddha Banerjee Climate Visuals Countdown The Frontlines Step into the Reality of Climate ChangeThe Biosphere Virtual Reality exhibit The Frontlines transports viewers to the frontlines and realities of the climate crisis and out of the comfort of Glasgow or their computer scenes We think the power of VR and immersive video really shines through this exhibit bringing in the voices of the most underrepresented populations who are being hit the hardest by climate change directly to the COP stage Through showcasing three moving case studies the exhibit clearly highlights how while it is important to work together towards solutions for the future the reality is devastation has already arrived “Women and young people in the Global South are already being hardest hit by the climate crisis Extreme weather patterns ーcaused by rising global temperatures ーare destroying lives and livelihoods and displacing millions of people from their homes…step into the reality of climate change and be transported from the comfort of Glasgow to the places already being devastated by the effects of climate change Kiribati Morocco and Ethiopia The Frontlines Biosphere Virtual RealityWhat Green Zone content resonated most with you Join the climate conversation with GoogleSustainability and GoogleCloud New partnerships set a course for clean energy progressThursday November Fabien Vieau Regional Director European Data Center Energy and SustainabilityWhile national pledges to reduce carbon emissions tend to make the most news at climate conferences like the one this week in Glasgow it s new policy and investment partnerships that will be key to making near term progress in transitioning the globe to cleaner energy sources And by that measure the first week of COP has already included a number of important announcements that will help move us faster toward a cleaner energy system On Tuesday my colleague Devon Swezey wrote about the new Carbon free Energy Compact now with signatories to enable CFE and accelerate electricity grid decarbonization across the globe Today I was pleased to represent Google as it officially joined the Clean Energy Demand Initiative CEDI a new effort coordinated by the U S government and announced today by Special Presidential Envoy for Climate John Kerry The CEDI fosters collaboration between corporate clean energy buyers and governments across Asia Latin America and Africa to scale clean energy purchasing and support national climate goals Google has long been a leader in clean energy purchasing helping to found organizations like the Renewable Energy Buyers Alliance in the U S Re Source in Europe and working to open the market in Taiwan to direct clean energy purchasing The CEDI is an exciting new partnership to expand these successes to new geographies In addition to these initiatives a number of other notable efforts were launched to support the growth of clean energy across the globe These include A new Green Grids Initiative launched by the UK and India which seeks to accelerate the development and deployment of interconnected electricity grids across continents countries and communities The Global Energy Alliance a new fund to accelerate and scale equitable energy transitions in low and middle income countries which aims to raise billion in public and private capital to expand access to clean electricity for billion people The First Movers Coalition which organizes commitments by companies to purchase low carbon products to create new markets for technologies that will be needed to reduce emissions across hard to abate sectors like aviation shipping and cement One important lesson coming out of COP is that partnerships and collaboration between the public private and NGO sectors will be key to driving the adoption of clean energy at the pace and scale necessary to mitigate the worst consequences of climate change It s also clear that policy in particular is critical to accelerating the current momentum Supporting the net zero agenda as technology leaders Wednesday November Paul Frost Chief Architect Wholesale Banking Technology HSBCAs COP gets into full swing I ve started reflecting on what we as technology leaders can do to support the sustainability and the net zero agenda Since the turn of the st century we as a society have become more and more dependent on technology both in our personal lives and at work and the push to digitise continues at pace especially in the financial sector Let s start by saying from a carbon footprint perspective this is a good thing for almost all processes in a digitised journey will always be more carbon efficient than the equivalent manual process Using paper and visiting a branch by example are evidently more carbon intensive Having said that we must also recognise that for us at HSBC and other banks technology is a sizeable part of our carbon footprint So what are the levers we have to influence the size of this footprint There are a number of choices we can make that have a positive impact ーfrom large decisions around hosting through to how we manage our day to day activities across technology One of the most impactful things we can do is to use the cloud Whilst we are moving to more sustainable internal data centres cloud providers are generally ahead of this curve as they have had to drive a high degree of efficiency to support their hyperscale demands That and their advances in use of green energy puts them ahead in the goals of net zero carbon But cloud isn t the only answer ーwe need to think about how we use the technology more broadly Here are just some of the things we as technology leaders should consider Are we rightsizing our applications Typically utilization figures of servers are low so would efficient use of containers and virtualization help We often “gold plate solutions does the solution warrant the size of infrastructure deployed to meet this business need Do systems need to be up and running of the time We typically leave infrastructure running when not in use Do those development and test environments need to be running of the time Can we scale on demand rather than pre provision to meet spikes in capacity demand This is another area where cloud helps What about data It too has a carbon footprint Do we always consider the data lifecycle and have efficient processes for data archiving and deletion or do we keep the data around just in case Duplication do we have duplicate solutions that meet a business need Do we really need this or would consolidation help reduce the carbon footprint The desktop are we thinking about carbon footprint in our desktop There is significant variation across desktop devices that needs to be considered Are we considering the whole life of a device through manufacture transport use and eventually decommission These are just some of the things we need to consider and I am sure many people are already aware and doing this There are more options out there but the most important thing we can do is start thinking about the various options we have at hand make sure we are having these conversations and challenge the carbon efficiency of our technology use At HSBC we are committed to achieving net zero in our own operations and supply chain by or sooner read more here Accelerating sustainable finance with technologyWednesday November Jeff Sternberg Director Office of the CTO Google CloudAs global leaders gather this week at COP in Glasgow one of their top goals is to mobilize finance to secure net zero emissions and keep degrees warming within reach To do this COP leaders are challenging all financial stakeholders to take climate into account in every financial decision Technology is playing a vital role in this effort I have a background in financial services and fintech and work in Google Cloud s CTO Office with technology leaders across financial services and other industries to transform sustainability in their organizations Here are three technology areas that I think are vital for sustainable finance both to manage climate related risks and to enable new climate finance opportunities Understanding localized climate risksCOP leaders are calling on companies to be transparent about the risks inherent in climate change Every business will be affected by a warming planet and it s critical to understand precisely how these events will affect company operations employees lives and entire value chains As BlackRock s CEO Larry Fink has stated climate risk is investment risk However physical risks from climate change are not evenly distributed around the world Some areas will see increased floods and others will face droughts or wildfires Rising sea levels will affect coastal areas and severe winter storms will affect places with historically milder winters Geospatial analytics and modeling has the potential to give us a much more accurate view of these localized climate related physical risks The Task Force on Climate Related Financial Disclosures TCFD recommends factoring the geographic location of the organization s value chain both upstream and downstream as well as the organization s own assets into any climate change scenario analysis efforts Using tools like Google Earth Engine and BigQuery it s possible to create a localized precise understanding of climate related physical risks for each location in the value chain Using AI to improve climate disclosureAnother key finance priority for COP is improving the quantity quality and comparability of climate related disclosures by companies so that investors and regulators can better understand climate risks and opportunities To date most of this disclosure has been published as human readable documents One example is Google s Environmental Report These documents are very helpful if you re in a position to deeply study an individual company but what if you want a broad view of sustainability progress across markets This is where AI comes in Specifically natural language machine learning approaches can be applied to classifying and extracting structured information from sustainability disclosures The TCFD recently used an AI approach to quantify the level of sustainability disclosure across companies from countries A team of experts manually labeled text passages in a sample of documents assigning a “yes or “no value to each review question such as “does the company disclose Scope Scope and if appropriate Scope greenhouse gas emissions Then they trained a model with these labels and used it to predict yes no responses for the entire corpus The resulting analytics were used by the task force to assess the state of adoption and level of disclosures Investors regulators and companies can all benefit from adopting natural language AI techniques to better understand sustainability documents whether those are from suppliers investors customers or even competitors Tools like Google Document AI and Vertex AutoML can accelerate AI adoption in these organizations Collaborative sustainability data sharingCOP is demonstrating the power of collaboration to solve climate challenges It s clear that individual organizations cannot go at this alone everyone must work together In the financial world companies need to share information with investors suppliers need to share data with companies and everyone needs to share data with regulators and central banks In an enterprise setting sharing data can be difficult involving legacy tools slow cycle times and one way processes What if sharing climate and sustainability data were as simple as sharing photos or documents in the cloud Cloud native tools like Analytics Hub built on BigQuery can definitely help here As a bonus thanks to Google s renewable energy matching building these solutions on Google Cloud today means the net operational greenhouse gas emissions associated with your application is zero And over time the gross carbon footprint of these workloads will decrease as we make progress towards our goal of running on carbon free energy around the clock by New momentum for carbon free energyTuesday November Devon Swezey Global Energy Markets and Policy LeadWhen Google announced our goal to operate on carbon free energy CFE at all of our data centers cloud regions and office campuses across the world by we knew that reaching it would require new partnerships with governments companies our customers and the communities in which we operate That s why it s been so exciting to see so many companies governments and organizations join Google in committing to advance CFE including today at the COP conference in Glasgow Earlier today I participated on a panel with leaders from X AES Clean Energy the government of Iceland and the city of Ithaca New York to discuss the CFE Compact a multi stakeholder effort organized by Sustainable Energy for All to accelerate decarbonization of electricity grids across the globe SEforAll announced that new companies governments and organizations for a total of have now joined the Compact which Google CFO Ruth Porat publicly launched in a speech at the September UN High Level Dialogue on Energy In addition to the organizations that participated on today s panel CFE Compact signatories include Clean Air Task Force EDP Engie Johnson Controls and Orsted you can find a full list here The CFE Compact is a vehicle to focus action to go beyond the “emit and compensate model of the past and target the complete decarbonization of electricity consumption This is important because rapid electricity decarbonization is key to creating net zero emissions economies electricity accounts for of global carbon emissions but is also key to decarbonizing other sectors of the economy like transport industry and buildings According to the International Energy Agency s landmark Net Zero by report published earlier this year to achieve a net zero global economy by we must create zero carbon grids even earlier by according to the IEA while “electricity becomes the core of the energy system With the CFE Compact stakeholders across the energy ecosystem can help accelerate this transition by driving progress in key areas We ll need more energy consumers targeting CFE for their operations new market and product innovations to enable around the clock clean power advancements in carbon free energy and demand optimization technologies and major shifts in policy We re hopeful that COP proves to be a strong foundation to build upon as we work collectively to decarbonize the grids in the coming decades To learn more about the growing movement for Carbon free Energy and how you can get involved check out www gocarbonfree com And as Google advances towards our own CFE by goal we ll continue to share our learnings and our progress and work to help our partners and customers achieve their own decarbonization objectives Stay tuned for more updates in this area in the weeks ahead At COP we ll be watching the world turn ambition into actionMonday November Chris Talbott Cloud Sustainability LeadIt s Day of COP where for the next two weeks the work of nations companies agencies and individuals fighting climate change across the globe will be on full display At Google we believe that technology is a powerful tool in that fight and consider the environment with every product we build and every data center we stand up We re also partnering with governments to decarbonize their economies improving climate preparedness and increasing climate resilience And at Google Cloud we ve been working with our customers to apply cloud technologies to the critical climate change challenges they need to meet for their business goals In these engagements we re focused on turning the overwhelming ambition we hear from everyone we talk to ーapp developers to city planners to CEOs ーinto real action Which is why I m looking forward to the next two weeks and I m super interested in learning how other companies are tackling climate change in their industries For example one of the things we ll be on the lookout for is new ideas for using technology to help visualize and quantify climate challenges ーthings like this AI generated installation with artwork that explores climate issues like coral bleaching Visual representations are already helping our customers make more sustainable decisions such as how to source materials more responsibly I hope we can learn more from the creative COP community on how to use visuals to influence sustainability decisions Each day of COP has a theme ーfrom finance to energy to cities ーwhich is sure to bring new commitments from the leading sustainable companies in each industry Whether its pricing climate risk into financial assets last mile efficiency in logistics or infrastructure decarbonization individual industries all face unique sustainability challenges have unique goals and require unique technology solutions to achieve them For our part Google shared a new net zero commitment across our value chain heading into COP and I m looking forward to seeing all the new targets being set and progress that companies are making We ll also be listening to the experts on howwe can avert the worst consequences of climate change The challenge is immense but change can start with small decisions all of us make Keep us bookmarked and check back with us often to hear perspectives from onsite in Glasgow and from climate and industry experts across our teams who are working on making the sustainable choice the easy one Related resourcesGoogle Cloud sustainability overviewAnnouncing new tools to measureーand reduceーyour environmental impactSustainability at Google Cloud Next |
2021-11-08 21:00:00 |
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