最近,我在「TIME時代」雜志的專欄文章裡,向全球的讀者介紹了大陸「世界工廠」的+AI自動化升級。隨著勞動力成本的上漲,工業自動化、智慧化勢必是大陸製造業的一劑特效藥。自動化能讓運營成本下降,但仍能讓中國大陸保持生產品質、流程、供應鏈維度的優勢。AI賦能產業升級的願景或許還需多年才能實現,但當下的大陸已經讓未來可期。
以下是專欄文章全文,經TIME授權翻譯轉載:
「中國世界工廠 + AI 的未來」
多年來,中國大陸一直被喻為「世界工廠」,即便在全球其他經濟體紛紛遭遇新冠疫情重擊的2020年,大陸製造產業仍然維持穩健的增長范式,全年產值高達3.854萬億美元,占到全球市場近三分之一。
但如果你腦中的大陸工廠是傳統的「血汗工廠」,是時候修正你的刻板印象了。大陸經濟已經迅速地從疫情衝擊下復蘇,疫情同時催化了各種各樣人工智慧(AI)的應用場景加速實現。自2014年以來,中國大陸的AI專利申請量已經超越美國,至今維持全球領先。在學術領域,中國大陸的AI研究論文發表數量、AI期刊的引用量,也雙雙在近年超過了美國。在產業方面,AI應用在大陸的落地速度超越世界其他國家和地區,具有商業價值的AI應用如今開始百花齊放,整合了軟體、硬體和機器人技術的新一代自動化揭開序曲,AI賦能傳統行業的能量,正在蓄勢待發地重塑各行各業。
人類社會至今經歷了三次不同的工業革命:蒸汽革命、電力革命和資訊革命。我相信,AI將會是推動全球第四次工業革命的核心引擎,在世界各地點燃數位化和自動化的變革,而這波前所未有的硬科技浪潮,將由中國來引領實踐。
由於勞動人口減少和新增人口放緩,中國大陸的傳統產業正面臨著勞動力成本上升的巨大壓力,AI正是解決這個難題的技術解答。人工智慧不僅能夠降低運營成本,提高生產效率,擴大整體產能,還有望能帶來收入的增長。
例如,創新工場投資的廣州極飛科技是一家致力於未來農業的AI科技公司,極飛將無人機、機器人和感測器部署在稻田、麥田和棉花田裡,用技術賦能農業中的播種、農藥噴灑、栽種管理、甚至天氣監測環節。用於作物噴灑的極飛科技R150農業無人車已經被推廣到了英國,應用在蘋果、草莓、黑莓等多種經濟作物的種植流程中。
一些大陸的創新公司正積極把機器人拓展到意想不到的場景。總部位於北京的鎂伽是創新工場投資的生命科學智慧自動化公司,他們和實驗室、製藥公司、高校合作,憑藉AI+機器人技術的積累,用自動化解決方案執行實驗室中勞動密集、重複性高、但需要高度精確的任務和流程,同時機器人作業也將盡最大可能保護實驗室人員降低實驗過程中的感染風險。
除了創業公司,我們看到幾家成熟的龍頭企業也開始積極擁抱AI。創新工場參與了有28年歷史的中力電動叉車,這家頭部的鋰電叉車製造商已經推出了能夠在工廠、倉庫自主運行的無人叉車,並且無需對運行環境進行改造,能快速實現從手動到電動到自動駕駛的搬運賦能創新。此外,擁有50多年歷史的領先客車製造商-宇通集團,與自動駕駛獨角獸企業-文遠知行戰略合作,已在大陸三個城市的馬路上運行全無人駕駛小巴。
接著會發生什麼?我大膽預見,在更長遠的未來,機器人和AI將接管大多數產品的製造、設計、交付甚至營銷——很可能將生產成本降低到和原物料成本相差無幾。未來的機器人有能力自我複製和自我修復,甚至做到部分自我反覆運算設計。房屋和公寓將交由AI主導設計,使用預製建築模塊,交由機器人像搭積木似地築樓蓋房。無人公交、無人摩托等隨傳隨到的自動化未來交通系統,能將我們安全無虞地送達想去的地方。
這些願景成為現實或許還需要多年,但此時的大陸正在積極鋪墊引領新一代自動化革命的基石。可期的是,中國工廠的實力將不僅僅體現在產能上,而將逐步彰顯在智慧上。
本文經「TIME時代」授權進行中文編譯,原文如下:
China Is Still the World's Factory — And It's Designing the Future With AI
BY KAI-FU LEE
For many years now, China has been the world’s factory. Even in 2020, as other economies struggled with the effects of the pandemic, China’s manufacturing output was $3.854 trillion, up from the previous year, accounting for nearly a third of the global market.
But if you are still thinking of China’s factories as sweatshops, it’s probably time to change your perception. The Chinese economic recovery from its short-lived pandemic blip has been boosted by its world-beating adoption of artificial intelligence (AI). After overtaking the U.S. in 2014, China now has a significant lead over the rest of the world in AI patent applications. In academia, China recently surpassed the U.S. in the number of both AI research publications and journal citations. Commercial applications are flourishing: a new wave of automation and AI infusion is crashing across a swath of sectors, combining software, hardware and robotics.
As a society, we have experienced three distinct industrial revolutions: steam power, electricity and information technology. I believe AI is the engine fueling the fourth industrial revolution globally, digitizing and automating everywhere. China is at the forefront in manifesting this unprecedented change.
Chinese traditional industries are confronting rising labor costs thanks to a declining working population and slowing population growth. The answer is AI, which reduces operational costs, enhances efficiency and productivity, and generates revenue growth.
For example, Guangzhou-based agricultural-technology company XAG, a Sinovation Ventures portfolio company, is sending drones, robots and sensors to rice, wheat and cotton fields, automating seeding, pesticide spraying, crop development and weather monitoring. XAG’s R150 autonomous vehicle, which sprays crops, has recently been deployed in the U.K. to be used on apples, strawberries and blackberries.
Some companies are rolling out robots in new and unexpected sectors. MegaRobo, a Beijing-based life-science automation company also backed by Sinovation Ventures, designs AI and robots to safely perform repetitive and precise laboratory work in universities, pharmaceutical companies and more, reducing to zero the infection risk to lab workers.
It’s not just startups; established market leaders are also leaning into AI. EP Equipment, a manufacturer of lithium-powered warehouse forklifts founded in Hangzhou 28 years ago, has with Sinovation Ventures’ backing launched autonomous models that are able to maneuver themselves in factories and on warehouse floors. Additionally Yutong Group, a leading bus manufacturer with over 50 years’ history, already has a driverless Mini Robobus on the streets of three cities in partnership with autonomous vehicle unicorn WeRide.
Where is all this headed? I can foresee a time when robots and AI will take over the manufacturing, design, delivery and even marketing of most goods—potentially reducing costs to a small increment over the cost of materials. Robots will become self-replicating, self-repairing and even partially self-designing. Houses and apartment buildings will be designed by AI and use prefabricated modules that robots put together like toy blocks. And just-in-time autonomous public transportation, from robo-buses to robo-scooters, will take us anywhere we want to go.
It will be years before these visions of the future enter the mainstream. But China is laying the groundwork right now, setting itself up to be a leader not only in how much it manufactures, but also in how intelligently it does it.
Source:https://time.com/6084158/china-ai-factory-future/
同時也有53部Youtube影片,追蹤數超過92萬的網紅ochikeron,也在其Youtube影片中提到,Karaage (also called Tatsutaage) is Japanese fried chicken. It is usually cooked for lunch, dinner, or bento. Also, it is the best party recipe favore...
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收緊MCO 3.0 的SOP
For Whole Peninsular + Federal Teritories:
From 25 May onwards June 7
1. Will add more road blocks
2. Reduce number of people at workplace: 40% people to work from home (private sectors - previously capped 30% for mgmt - operations staff depends on space limit, now 40% for whole company)
3. Limit operations hours for economic sectors (grocers, markets, office, pasar malam, restaurants, petrol stations, dobi, shopping complex etc) - 8am - 8pm only
4. Pharmacy: 8am - 10pm
4. 50% passenger capacity for public transportation
5. New HIDE list will be released from time to time, if listed. need to close immediately.
*Other SOPs to refer to relevant ministry website*
*Other Economic SOPs to refer to MITI website later on*
number blocks 在 矽谷牛的耕田筆記 Facebook 的最佳貼文
本篇文章作為一個經驗談,探討於 AWS EKS 的環境中要如何避免 IP 發放完畢。
對於 Kubernetes 來說,CNI 負責的功能主要有兩個,分別是 IPAM 以及 Network Connectivity.
公有雲管理的 Kubernetes 為了讓整體操作環境可以與其雲端內的其他元件有更好的整合,通常都會開發屬於自己的 CNI 系統,譬如 Azure, AWS, Google 都有這方面的設計。
這種設計的最大好處就是可以將 Pod 使用的 IP地址透過本來 VPC 內的設計去管理,而本文要討論的就是 AWS EKS 環境中可能會遇到的 IP 地址分配問題。
EKS 預設會使用 AWS VPC CNI 來提供相關服務,其底層實作主要牽扯到底層 ENI 的配置與設定,主要會影響到底還有多少個 IP 地址可以用來分配給新的 Pod 使用。
從 Cluster 的角度來看,要先注意的 VPC 內的網段設定,如果一開始分割的子網段是/28,這情況下你整個叢集內只能有30個左右的 IP 地址可以發放,這數量根本完全不太夠使用。
從單一節點的角度來看,要注意每個節點上可以配置多少個 ENI 以及每個 ENI 能夠配置多少網卡
該 CNI 分配 IP 時會先想辦法把現有網卡上面能夠分配的 IP 填滿,一旦填滿就會創立新的網卡,接者繼續分配 IP,當運行的 Pod 數量超過節點上現時就沒有辦法繼續分配 IP。
官方針對這種情況提供了一個公式去計算
(Number of network interfaces for the instance type × (the number of IP addressess per network interface - 1)) + 2
對於一個 m5.large 的機器來說,支援三張 ENI,且每個都有 10 個 IP 可以分配,因此根據上述公式
(3*(10-1))+2 = 29, 意味 m5.large 的機器上最多只能運行29個不使用 hostnetwork:true 的 Pod。
為了解決這些問題,作者提出了兩個想法,分別是
1. Adding additional IPv4 CIDR blocks to VPC
2. Change VPC CNI to Calico CNI
對這兩個想法有興趣的可以參考原文囉
https://matiaszilli.medium.com/avoiding-ip-consumption-in-amazon-eks-32fc7320253d
number blocks 在 ochikeron Youtube 的精選貼文
Karaage (also called Tatsutaage) is Japanese fried chicken. It is usually cooked for lunch, dinner, or bento. Also, it is the best party recipe favored by most people!
FYI: Dried soy meat I used.
https://amzn.to/3zBFQ4m
---------------------------------
Vegan Karaage (Soy Meat Fried Chicken) Recipe
Difficulty: Very Easy
Time: 40min (incl. marinating time)
Number of servings: 4
Ingredients:
100g (3.5oz.) dried soy meat blocks https://amzn.to/3zBFQ4m
* 2 tbsp. soy sauce
* 2 tbsp. sake
* 1 tbsp. grated ginger
* 1 clove grated garlic
* 1 tsp. sesame oil
2 tbsp. Katakuriko (potato starch)
deep frying oil
lemon wedges if preferred
Directions:
1. In a boiling water, cook dried soy meat blocks for 4 minutes. Or as directed on its package. Wash well (change water for a few times) to remove the bad smell, then drain well.
2. Mix the seasonings in a bowl and marinate the soy meat for about 30 minutes. Overnight is okay, longer makes them tasty.
3. Drain lightly (do not squeeze out the marinade liquid), coat with Katakuriko in a plastic bag.
4. Deep fry in oil at 180C (350F) until crisp golden brown.
5. Serve with lemon wedges if you like.
レシピ(日本語)
http://cooklabo.blogspot.com/
---------------------------------
Music by
YouTube Audio Library
Follow me on social media. If you have recreated any of my food, you can share some pictures #ochikeron. I am always happy to see them.
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number blocks 在 MakeLearningFun Youtube 的最佳解答
In this video, we will teach shapes to your kids with usual objects such as broom, buttefly, crab, cup...etc
Doodle Studio reinvents the classic magnet doodle with a huge drawing surface and a bundle of activity cards. Your baby can learn to draw different shapes, do matching, learn to draw different animals and objects, and learn to tell time! Equipped with a Patrick stylus that is tailored for a baby's grip, Doodle Studio will become the best pal for your baby's burgeoning creativity!
If you want to watch more video from us, please
-do subscribe us!
http://www.youtube.com/channel/UC7pL7eH9oa4Ul05Slu2uUWw?sub_confirmation=1
-like the video and share to you friend who have kid on the facebook, tweeter, google+....etc
Learn shapes playlist:
https://www.youtube.com/watch?v=zfMGbZYo1xw&list=PLDQjcD7DJPwkz11nuQJ6TNGGclAXUt4zu&index=5
Music: http://www.bensound.com
Learn names of animal with sound playlist:
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Learn number and counting playlist:
https://www.youtube.com/playlist?list=PLDQjcD7DJPwk05uDW8MNPGdIrY8tHvNz5
number blocks 在 MakeLearningFun Youtube 的精選貼文
In this video, we will teach shapes to your kids with usual objects such as basketball, cow horn, rainbow, ring...etc.
Doodle Studio reinvents the classic magnet doodle with a huge drawing surface and a bundle of activity cards. Your baby can learn to draw different shapes, do matching, learn to draw different animals and objects, and learn to tell time! Equipped with a Patrick stylus that is tailored for a baby's grip, Doodle Studio will become the best pal for your baby's burgeoning creativity!
If you want to watch more video from us, please
-do subscribe us!
http://www.youtube.com/channel/UC7pL7eH9oa4Ul05Slu2uUWw?sub_confirmation=1
-like the video and share to you friend who have kid on the facebook, tweeter, google+....etc
Learn shapes playlist:
https://www.youtube.com/watch?v=zfMGbZYo1xw&list=PLDQjcD7DJPwkz11nuQJ6TNGGclAXUt4zu&index=5
Music: http://www.bensound.com
Learn names of animal with sound playlist:
https://www.youtube.com/playlist?list=PLDQjcD7DJPwmpnepbnrgxL5TJY5NqIRJ4
Learn names of street vehicle and its sound playlist
https://www.youtube.com/playlist?list=PLDQjcD7DJPwkk7wqGzd0qV9XCc8PTndDM
Learn names of fruits and vegetables
https://www.youtube.com/playlist?list=PLDQjcD7DJPwkcfWoKnQXBvpvTriMF5L7i
Learn number and counting playlist:
https://www.youtube.com/playlist?list=PLDQjcD7DJPwk05uDW8MNPGdIrY8tHvNz5
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