专栏名称: 机器学习研究会
机器学习研究会是北京大学大数据与机器学习创新中心旗下的学生组织,旨在构建一个机器学习从事者交流的平台。除了及时分享领域资讯外,协会还会举办各种业界巨头/学术神牛讲座、学术大牛沙龙分享会、real data 创新竞赛等活动。
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【学习】初学者可以在几分钟内构建的6种深度学习应用程序(使用Python)

机器学习研究会  · 公众号  · AI  · 2017-02-11 21:15

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摘要
 

转自:视觉机器人

Introduction

Deep Learning has been the most researched and talked about topic in data science recently. And it deserves the attention it gets, as some of the recent breakthroughs in data science are emanating from deep learning. It’s predicted that many deep learning applications will affect your life in the near future. Actually, I think they are already making an impact.

However, if you have been looking at deep learning from the outside, it might look difficult and intimidating. Terms like TensorFlow, Keras, GPU based computing might scare you. But,  let me tell you a secret quietly – it is not difficult! While cutting edge deep learning will take time and effort to follow, applying them in simple day to day problems is very easy.

It is also fun. I kind of re-discovered the fun and curiosity of a child while applying deep learning. Through this article, I will showcase 6 such applications – which might look difficult at the outset, but can be achieved using Deep Learning implementation in less than an hour. This article is written to showcase these ground-breaking works and give you a taste of how they work.

Let’s start!

 

P.S. We assume that you would know basics of Python. If not, just follow this tutorialand then you can start from here again.

 

Table of Contents

  1. Applications using existing APIs

  • Advantages & Disadvantages of Deep Learning API

  • Colorize photos using Deep Learning  with Algorithmia API

  • Building a ChatBot with Watson API

  • News Aggregator based on Sentiment with Aylien API

  • Open Sourced Applications

    • Advantages & Disadvantages of Open Sourced Code

    • Sentence Correction with Deep Learning

    • Convert Male portraits to female and vice-versa with Deep Learning

    • Build a deep reinforcement learning bot to play Flappy Bird

  • Other Notable Resources

  •  

    1. Applications using existing APIs

    APIs are nothing but a software running on the other side of the internet in a remote PC which can be accessed locally. For example, you plug in bluetooth speakers to your laptop even if your machine might have inbuilt speakers. So, we are able to access the speaker remotely while sitting on our laptop.

    APIs work on similar concept – some one has already done the hard work for you. You can use it to solve the problem at hand quickly. For more details on API, read here.

    I’ll list out some advantages and disadvantages of building apps using API.


    链接:

    https://www.analyticsvidhya.com/blog/2017/02/6-deep-learning-applications-beginner-python/


    原文链接:

    http://weibo.com/5501429448/Ev0tLjJfU?type=comment#_rnd1486818578825

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