盘点丨2016年机器学习十大文章整理


(smartpig) #1

在过去一年中,mybridge在近14,500篇机器学习文章选择了十大文章。该机器学习列表包括诸如:深度学习、人工智能、自然语言处理、面部识别、Tensorflow、增强学习、神经网络、AlphaGo、无人驾驶等。花一些时间阅读这些你去年错过的文章,希望能够帮助到你。

以下为目录

1 深度学习自学教程,线性回归

  • Tutorial入口

2 通过使用DeepMind和神经网络,训练计算机玩“超级马里奥”游戏。

  • Video - Mario Trained

  • Mario untrained

  • MarI/O - Machine Learning for Video Games

  • Demis Hassabis, CEO, DeepMind Technologies - The Theory of Everything

  • Google DeepMind’s Deep Q-learning playing Atari Breakout

  • Teaching Your Computer To Play Super Mario Bros. – A Fork of the Google DeepMind Atari Machine Learning Project

3 初学者指南 - 理解卷积神经网络·第一部分

  • A Beginner’s Guide To Understanding Convolutional Neural Networks

  • A Beginner’s Guide To Understanding Convolutional Neural Networks Part 2

  • The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3)

4 使用深度学习实现面部识别 - 机器学习的乐趣·第四部分

  • Machine Learning is Fun! Part 4: Modern Face Recognition with Deep Learning (当选文章)

  • Machine Learning is Fun! - The world’s easiest introduction to Machine Learning

  • Machine Learning is Fun! Part 2 - Using Machine Learning to generate Super Mario Maker levels

  • Machine Learning is Fun! Part 3: Deep Learning and Convolutional Neural Networks

  • Machine Learning is Fun Part 5: Language Translation with Deep Learning and the Magic of Sequences

  • Machine Learning is Fun Part 6: How to do Speech Recognition with Deep Learning

5 年度机器学习:从小白到在工作中运用机器学习

  • Machine Learning in a Year - From being a total ml noob to start using it at work

  • Machine Learning in a Week

6 使用自然语言处理方法建立人工智能助手Jarvis

  • Building Jarvis

  • 简介:Mark Zuckerberg builds his own Jarvis AI

  • Mark Zuckerberg’s awkward afternoon with Morgan Freeman

7 使用TensorFlow中的深度学习完成图像。

  • Image Completion with Deep Learning in TensorFlow

8 神经网络动物园

  • The Neural Network Zoo.

9 如何编程和理解DeepMind的神经堆栈机

  • How to Code and Understand DeepMind’s Neural Stack Machine - Learning to Transduce with Unbounded Memory

  • Neural Stack Machine Tutorial (Part 1: What is a Neural Stack?)

  • Neural Stack Machine Tutorial (Part 2: Reading and Implementing Academic Papers)

  • Neural Stack Machine Tutorial (Part 3: Building a Toy Neural Stack)

  • Neural Stack Machine Tutorial (Part 4: Learning a Sequence)

  • Neural Stack Machine Tutorial (Part 5: Building a Neural Controller)

10 改变一切的神经网络

  • Neural Network that Changes Everything - Computerphile

  • How Blurs & Filters Work - Computerphile

  • Deep Learning - Computerphile

  • Botnets - Computerphile

  • AI’s Game Playing Challenge - Computerphile

  • Space Carving - Computerphile

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