Why Deep Learning Works – Key Insights and Saddle Points A quality discussion on the theoretical motivations for deep learning, including distributed representation, deep architecture, and the easily escapable saddle point. By Matthew Mayo. This post…
https://medium.com/towards-data-science/deep-learning-for-object-detection-a-comprehensive-review-73930816d8d9 https://stackoverflow.com/questions/20027598/why-should-weights-of-neural-networks-be-initialized-to-random-numbers/40525812?noredirect=1#c…
Growing Pains for Deep Learning Advances in theory and computer hardware have allowed neural networks to become a core part of online services such as Microsoft's Bing, driving their image-search and speech-recognition systems. The companies offering…
Decision Boundaries for Deep Learning and other Machine Learning classifiers H2O, one of the leading deep learning framework in python, is now available in R. We will show how to get started with H2O, its working, plotting of decision boundaries and…
1. 深度学习中网络越深越好么? 理论上说是这样的,因为网络越深,参数也越多,拟合能力也越强(但实际情况是,网络很深的时候,不容易训练,使得表现能力可能并不好). 2. 那么,不同什么深度的网络,在参数差不多大小的情况下,深的网络会比浅的网络表现能力好么?即深度较深的网络比较"瘦",深度较浅的网络比较"胖". 一般来说,相同参数下深度较深的网络表现能力也比深度较浅的网络要好. 3. 为什么深度较深的网络的表现能力要比深度较浅的网络要好? 1) 深层网络更加结构化,很…
注意:论文中,很多的地方出现baseline,可以理解为参照物的意思,但是在论文中,我们还是直接将它称之为基线,也 就是对照物,参照物. 这片论文中,作者没有去做实际的实验,但是却做了一件很有意义的事,他收罗了近些年所有推荐系统中涉及到深度学习的文章 ,并将这些文章进行分类,逐一分析,然后最后给出了一个推荐系统以后的发展方向的预估. 那么通过这篇论文,我们可以较为 系统的掌握这些年,在推荐系统方面,深度学习都有那些好玩的应用,有哪些新奇的方法,下面是论文的一个粗糙翻译: 概述:   随着互联网上…
Main Menu Fortune.com       E-mail Tweet Facebook Linkedin Share icons By Roger Parloff Illustration by Justin Metz SEPTEMBER 28, 2016, 5:00 PM EDT WHY DEEP LEARNING IS SUDDENLY CHANGING YOUR LIFE Decades-old discoveries are now electrifying the comp…
The Brain vs Deep Learning Part I: Computational Complexity — Or Why the Singularity Is Nowhere Near July 27, 2015July 27, 2015 Tim Dettmers Deep Learning, NeuroscienceDeep Learning, dendritic spikes, high performance computing, neuroscience, singula…
What's the most effective way to get started with deep learning?       29 Answers     Yoshua Bengio, My lab has been one of the three that started the deep learning approach, back in 2006, along with Hinton's... Answered Jan 20, 2016   Originally Ans…
Learning Deep Learning with Keras Piotr Migdał - blog Projects Articles Publications Resume About Photos Learning Deep Learning with Keras 30 Apr 2017 • Piotr Migdał • [machine-learning] [deep-learning] [overview] I teach deep learning both for a liv…