Deep Learning for Business

所在平台: CourseraArchive

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大学或机构: CourseraNew

课程主页: https://www.coursera.org/archive/deep-learning-business

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课程简介

Yonsei University

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For the course “Deep Learning for Business,” the first module is “Deep Learning Products & Services,” which starts with the lecture “Future Industry Evolution & Artificial Intelligence” that explains past, current, and future industry evolutions and how DL (Deep Learning) and ML (Machine Learning) technology will be used in almost every aspect of future industry in the near future. The following lectures look into the hottest DL and ML products and services that are exciting the business world. First, the “Jeopardy!” winning versatile IBM Watson is introduced along with its DeepQA and AdaptWatson systems that use DL technology. Then the Amazon Echo and Echo Dot products are introduced along with the Alexa cloud based DL personal assistant that uses ASR (Automated Speech Recognition) and NLU (Natural Language Understanding) technology. The next lecture focuses on LettuceBot, which is a DL system that plants lettuce seeds with automatic fertilizer and herbicide nozzles control. Then the computer vision based DL blood cells analysis diagnostic system Athelas is introduced followed by the introduction of a classical and symphonic music composing DL system named AIVA (Artificial Intelligence Virtual Artist). As the last topic of module 1, the upcoming Apple watchOS 4 and the HomePod speaker that was presented at Apple's 2017 WWDC (World Wide Developers Conference) is introduced.

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课程详情

Your smartphone, smartwatch, and automobile (if it is a newer model) have AI (Artificial Intelligence) inside serving you every day. In the near future, more advanced “self-learning” capable DL (Deep Learning) and ML (Machine Learning) technology will be used in almost every aspect of your business and industry. So now is the right time to learn what DL and ML is and how to use it in advantage of your company. This course has three parts, where the first part focuses on DL and ML technology based future business strategy including details on new state-of-the-art products/services and open source DL software, which are the future enablers. The second part focuses on the core technologies of DL and ML systems, which include NN (Neural Network), CNN (Convolutional NN), and RNN (Recurrent NN) systems. The third part focuses on four TensorFlow Playground projects, where experience on designing DL NNs can be gained using an easy and fun yet very powerful application called the TensorFlow Playground. This course was designed to help you build business strategies and enable you to conduct technical planning on new DL and ML services and products.

企业深度学习:您的智能手机,智能手表和汽车(如果是较新的型号)每天都在内部为您提供AI(人工智能)。在不久的将来,将在您的企业和行业的几乎每个方面都使用更高级的具有“自学习”能力的DL(深度学习)和ML(机器学习)技术。因此,现在正是学习DL和ML以及如何利用DL和ML来利用贵公司的合适时机。本课程分为三个部分,其中第一部分重点介绍基于DL和ML技术的未来业务战略,包括有关新的最新产品/服务和开源DL软件的详细信息,这些都是未来的推动力。第二部分重点介绍DL和ML系统的核心技术,包括NN(神经网络),CNN(卷积NN)和RNN(递归NN)系统。第三部分着重于四个TensorFlow Playground项目,在这些项目中,可以使用名为TensorFlow Playground的简单有趣且功能强大的应用程序来获得设计DL NN的经验。本课程旨在帮助您制定业务战略,并使您能够对新的DL和ML服务和产品进行技术规划。

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