盤點丨2016年機器學習十大文章整理

在過去一年中，mybridge在近14,500篇機器學習文章選擇了十大文章。該機器學習列表包括諸如：深度學習、人工智慧、自然語言處理、面部識別、Tensorflow、增強學習、神經網路、AlphaGo、無人駕駛等。花一些時間閱讀這些你去年錯過的文章，希望能夠幫助到你。

以下為目錄

1 深度學習自學教程，線性回歸

• Tutorial入口

2 通過使用DeepMind和神經網路，訓練計算機玩「超級馬里奧」遊戲。t

• Video - Mario Trained

• Mario untrained

• MarI/O - Machine Learning for Video Games

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

• Google DeepMinds 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 初學者指南 - 理解卷積神經網路·第一部分

• A Beginners Guide To Understanding Convolutional Neural Networks

• A Beginners Guide To Understanding Convolutional Neural Networks Part 2

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

4 使用深度學習實現面部識別 - 機器學習的樂趣·第四部分t

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

• 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 年度機器學習：從小白到在工作中運用機器學習t

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

• Machine Learning in a Week

6 使用自然語言處理方法建立人工智慧助手Jarvist

• Building Jarvis

• 簡介：Mark Zuckerberg builds his own Jarvis AI

• Mark Zuckerbergs awkward afternoon with Morgan Freeman

7 使用TensorFlow中的深度學習完成圖像。t

• Image Completion with Deep Learning in TensorFlow

8 神經網路動物園

• The Neural Network Zoo.

9 如何編程和理解DeepMind的神經堆棧機

• How to Code and Understand DeepMinds 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 改變一切的神經網路

• Neural Network that Changes Everything - Computerphile

• How Blurs & Filters Work - Computerphile

• Deep Learning - Computerphile

• Botnets - Computerphile

• AIs Game Playing Challenge - Computerphile

• Space Carving - Computerphile

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