人工智能對(duì)金融世界的改變

The race of tech leaders for AI is so rude and competitive. Things are getting changed day after day by AI. Web development is no exception.

AI的技術(shù)領(lǐng)導(dǎo)者競(jìng)賽是如此粗魯和競(jìng)爭(zhēng)。 人工智能日新月異。 Web開(kāi)發(fā)也不例外。

Having a website is mandatory for all business niches in the market. And AI will empower web design and development. According to a Statista report, the revenue generation from AI is expected to reach $126 Billion in 2025.

網(wǎng)站是市場(chǎng)上所有業(yè)務(wù)細(xì)分領(lǐng)域的必備條件。 人工智能將支持Web設(shè)計(jì)和開(kāi)發(fā)。 根據(jù)Statista的一份報(bào)告，到2025年，來(lái)自AI的收入預(yù)計(jì)將達(dá)到1260億美元 。

As a web software engineer, I choose to give you today a brief vision about the top AI and ML frameworks for the web to keep an eye on in 2020 and beyond. This will change the web developer role and in-demand skills in the future.

作為一名網(wǎng)絡(luò)軟件工程師，我選擇今天為您簡(jiǎn)要介紹一下網(wǎng)絡(luò)的頂級(jí)AI和ML框架，以便在2020年及以后繼續(xù)關(guān)注。 將來(lái)，這將改變Web開(kāi)發(fā)人員的角色和需求技能。

Ready? Let’s go ?~ ?(?)?

準(zhǔn)備？ 出發(fā)吧???(?)?

張量流 (Tensorflow)

TensorFlow is a library for machine learning in JavaScript developed by the Google Brain team and introduced in 2015.

TensorFlow是由Google Brain團(tuán)隊(duì)開(kāi)發(fā)并于2015年推出JavaScript機(jī)器學(xué)習(xí)庫(kù)。

特點(diǎn)： (Characteristics:)

• Written In: C++, Python and, CUDA

  撰寫： C ++，Python和CUDA

• Platforms: Linux, macOS, Microsoft Windows, and Android.

  平臺(tái)： Linux，macOS，Microsoft Windows和Android。

關(guān)鍵點(diǎn)： (Key points:)

• Web developers can run existing models in the browser or under Node.js.
  Web開(kāi)發(fā)人員可以在瀏覽器中或在Node.js下運(yùn)行現(xiàn)有模型。
• Retrain pre-existing Machine Learning models using your data (Transfer Learning)
  使用數(shù)據(jù)重新訓(xùn)練已有的機(jī)器學(xué)習(xí)模型(轉(zhuǎn)移學(xué)習(xí))
• Develop ML with flexible and intuitive JavaScript APIs.
  使用靈活直觀JavaScript API開(kāi)發(fā)ML。

阿帕奇·馬豪(Apache Mahout) (Apache Mahout)

Apache Mahout is an open-source machine learning framework developed by Apache Software Foundation in 2008.

Apache Mahout是Apache Software Foundation在2008年開(kāi)發(fā)的開(kāi)源機(jī)器學(xué)習(xí)框架。

特點(diǎn)： (Characteristics:)

• Written In: Java and Scala

  撰寫： Java和Scala

• Platforms: Apache Hadoop, Apache Spark, Apache Flink, Scala+

  平臺(tái)： Apache Hadoop，Apache Spark，Apache Flink，Scala +

關(guān)鍵點(diǎn)： (Key points:)

• Improve web application performance by using distributed linear algebra frameworks with mathematically expressive R-Like Scala DSL for distributed algorithms.

  通過(guò)將分布式線性代數(shù)框架與具有數(shù)學(xué)表達(dá)能力的R-Like Scala DSL用于分布式算法一起使用，可以提高Web應(yīng)用程序的性能。

• Build scalably supervised (classification) and unsupervised (grouping) machine learning systems in the cloud with Apache Hadoop library.
  使用Apache Hadoop庫(kù)在云中構(gòu)建可擴(kuò)展的監(jiān)督(分類)和不受監(jiān)督(分組)機(jī)器學(xué)習(xí)系統(tǒng)。
• Clustering implementations to discover similarities between items and grouping data thus enhance recommendation systems.
  聚類實(shí)現(xiàn)以發(fā)現(xiàn)項(xiàng)目和分組數(shù)據(jù)之間的相似性，從而增強(qiáng)了推薦系統(tǒng)。

Microsoft認(rèn)知工具包 (Microsoft Cognitive Toolkit)

A free and easy-to-use open-source and deep-learning toolkit. Developed by Microsoft Research and founded in 2016.

一個(gè)免費(fèi)且易于使用的開(kāi)源和深度學(xué)習(xí)工具包 。 由Microsoft Research開(kāi)發(fā)，于2016年成立。

特點(diǎn)： (Characteristics:)

• Written In: C++ and Python

  撰寫： C ++和Python

• Platforms: Windows, Linux

  平臺(tái)： Windows，Linux

• Model Types: Support feed-forwards DNNs, convolutional and recurrent neural networks

  模型類型：支持前饋DNN，卷積和遞歸神經(jīng)網(wǎng)絡(luò)

關(guān)鍵點(diǎn)： (Key points:)

• Efficient for image recognition
  高效的圖像識(shí)別
• Efficient for voice recognition
  高效的語(yǔ)音識(shí)別
• Efficient for handwriting recognition
  高效的手寫識(shí)別
• Used and known by big companies for its speech recognition, predictive analysis, and understanding large unstructured datasets, capabilities.
  被大公司使用并因其語(yǔ)音識(shí)別，預(yù)測(cè)分析以及理解大型非結(jié)構(gòu)化數(shù)據(jù)集和功能而聞名。

Caffe2 (Caffe2)

Caffe2 is a flexible deep learning framework developed by Berkeley Vision and Learning Center and recently part of PyTorch.

Caffe2是由Berkeley Vision and Learning Center開(kāi)發(fā)的靈活的深度學(xué)習(xí)框架，并且是PyTorch的一部分。

特點(diǎn)： (Characteristics:)

• Written In: C++ and Python

  撰寫： C ++和Python

• Platforms: Linux, macOS, Windows

  平臺(tái)： Linux，macOS，Windows

關(guān)鍵點(diǎn)： (Key points:)

• Easy to use and quick.
  易于使用和快速。
• Flexible and high-performance framework for your machine learning product uses.
  適用于您的機(jī)器學(xué)習(xí)產(chǎn)品的靈活而高性能的框架。
• Modular and facilitate fast prototyping of ideas and experiments in deep learning.
  模塊化并促進(jìn)深度學(xué)習(xí)中思想和實(shí)驗(yàn)的快速原型制作。

阿帕奇·辛加(Apache Singa) (Apache Singa)

Apache Singa is a scalable and flexible Deep Learning platform developed by Apache Software Foundation and introduced in 2015.

Apache Singa是由Apache Software Foundation開(kāi)發(fā)并于2015年引入的可擴(kuò)展且靈活的深度學(xué)習(xí)平臺(tái)。

特點(diǎn)： (Characteristics:)

• Written In: C++, Python, Java

  撰寫： C ++，Python，Java

• Platforms: Linux, macOS, Windows

  平臺(tái)： Linux，macOS，Windows

關(guān)鍵點(diǎn)： (Key points:)

• Scalability: SINGA parallelizes the training and optimizes the communication cost to improve training scalability.

  可擴(kuò)展性：SINGA 使培訓(xùn)并行化并優(yōu)化通信成本，以提高培訓(xùn)的可擴(kuò)展性。

• Efficiency: builds a computational graph to optimizes the training speed and memory footprint.

  效率： 建立計(jì)算圖以優(yōu)化訓(xùn)練速度和內(nèi)存占用。

• Usability: has a simple software stack and Python interface to improve usability.

  可用性：具有簡(jiǎn)單的軟件堆棧和Python界面以提高可用性。

外賣： (Takeouts:)

• There is no doubt that AI is transforming the IT world.
  毫無(wú)疑問(wèn)，人工智能正在改變IT世界。
• It evident too that it will bring a lot of value and power to web development.
  同樣很明顯，它將為Web開(kāi)發(fā)帶來(lái)很多價(jià)值和力量。
• Stats are showing the big competition around this field.
  統(tǒng)計(jì)數(shù)據(jù)顯示該領(lǐng)域的巨大競(jìng)爭(zhēng)。
• Tomorrow web developers will be more competitive with AI and ML skills.
  明天的Web開(kāi)發(fā)人員將在AI和ML技能方面更具競(jìng)爭(zhēng)力。
• Web applications will become smarter with AI.
  借助AI，Web應(yīng)用程序?qū)⒆兊酶又悄堋?

• According to this article, 84% of businesses say that Artificial Intelligence will enable them to sustain or obtain a competitive advantage.

  根據(jù)這篇文章 ，84％的企業(yè)表示人工智能將使他們能夠維持或獲得競(jìng)爭(zhēng)優(yōu)勢(shì)。

• According to this article, 72% of respondents in the technology, media, and telecommunications industry expect AI to have a significant impact on product offerings in the next five years.

  根據(jù)本文所述，技術(shù)，媒體和電信行業(yè)中72％的受訪者預(yù)計(jì)AI在未來(lái)五年內(nèi)將對(duì)產(chǎn)品提供產(chǎn)生重大影響。

Dear reader, thank you for your time. Follow me for more interesting stories about web development and AI \ (???) /

親愛(ài)的讀者，謝謝您的寶貴時(shí)間。 跟隨我，獲得有關(guān)Web開(kāi)發(fā)和AI的更多有趣故事\(???)/

See you soon (ﾉ?ヮ?)ﾉ*:･ﾟ?

很快見(jiàn)(ﾉ?ヮ?)ﾉ *：･ ﾟ?

FAM

FAM

翻譯自: https://levelup.gitconnected.com/ai-revolution-is-changing-the-web-world-fe38e751ede

人工智能對(duì)金融世界的改變

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