代码改变世界

从随机过程到马尔科夫链蒙特卡洛方法

2016-03-29 12:56 by GarfieldEr007, 236 阅读, 0 推荐, 收藏, 编辑
摘要:1. Introduction 第一次接触到 Markov Chain Monte Carlo (MCMC) 是在 theano 的 deep learning tutorial 里面讲解到的 RBM 用到了 Gibbs sampling,当时因为要赶着做项目,虽然一头雾水,但是也没没有时间仔细看。 阅读全文

ICLR 2016 - Workshop Track International Conference on Learning Representations 论文papers

2016-03-28 12:58 by GarfieldEr007, 1368 阅读, 0 推荐, 收藏, 编辑
摘要:ICLR 2016 - Workshop Track International Conference on Learning Representations May 2 - 4, 2016, Caribe Hilton, San Juan, Puerto Rico Please see the v 阅读全文

优化算法动画演示Alec Radford's animations for optimization algorithms

2016-03-28 12:55 by GarfieldEr007, 706 阅读, 0 推荐, 收藏, 编辑
摘要:Alec Radford has created some great animations comparing optimization algorithms SGD, Momentum, NAG, Adagrad, Adadelta,RMSprop (unfortunately no Adam) 阅读全文

如何写科技论文How to write a technical paper

2016-03-28 12:53 by GarfieldEr007, 504 阅读, 0 推荐, 收藏, 编辑
摘要:This is the evolving set of recommendations I share with my graduate students for technical writing... Empathy: This is the single most important prin 阅读全文

开始学习深度学习和循环神经网络Some starting points for deep learning and RNNs

2016-03-28 12:51 by GarfieldEr007, 204 阅读, 0 推荐, 收藏, 编辑
摘要:Bengio, LeCun, Jordan, Hinton, Schmidhuber, Ng, de Freitas and OpenAI have done reddit AMA's. These are nice places to start to get a Zeitgeist of the 阅读全文

用500行Julia代码开始深度学习之旅 Beginning deep learning with 500 lines of Julia

2016-03-28 12:47 by GarfieldEr007, 1077 阅读, 0 推荐, 收藏, 编辑
摘要:Click here for a newer version (Knet7) of this tutorial. The code used in this version (KUnet) has been deprecated. There are a number of deep learnin 阅读全文

用10张图来看机器学习Machine learning in 10 pictures

2016-03-28 12:42 by GarfieldEr007, 402 阅读, 0 推荐, 收藏, 编辑
摘要:I find myself coming back to the same few pictures when explaining basic machine learning concepts. Below is a list I find most illuminating. 1. Test 阅读全文

ICLR 2013 International Conference on Learning Representations深度学习论文papers

2016-03-28 12:38 by GarfieldEr007, 1181 阅读, 0 推荐, 收藏, 编辑
摘要:ICLR 2013 International Conference on Learning Representations May 02 - 04, 2013, Scottsdale, Arizona, USA ICLR 2013 Workshop Track Accepted for Oral 阅读全文

ICLR 2014 International Conference on Learning Representations深度学习论文papers

2016-03-28 12:34 by GarfieldEr007, 1060 阅读, 0 推荐, 收藏, 编辑
摘要:ICLR 2014 International Conference on Learning Representations Apr 14 - 16, 2014, Banff, Canada Workshop Track Submitted Papers Stochastic Gradient Es 阅读全文

卷积神经网络CNN(Convolutional Neural Networks)没有原理只有实现

2016-03-27 21:27 by GarfieldEr007, 311 阅读, 0 推荐, 收藏, 编辑
摘要:零.说明: 本文的所有代码均可在 DML 找到,欢迎点星星。 注.CNN的这份代码非常慢,基本上没有实际使用的可能,所以我只是发出来,代表我还是实践过而已 一.引入: CNN这个模型实在是有些年份了,最近随着深度学习的兴起又开始焕发青春了,把imagenet测试的准确度提高了非常多,一个是Alex的 阅读全文
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