论文地址:https://128.84.21.199/abs/1703.09831 这篇论文来自于百度的机器学习研究院,作者为:徐伟.余昊男.张海超 这篇论文用了多种技术的组合: reinforcement learning, word embedding, attention, question and answer, bidirection RNN等.模型挺复杂的,但看下面这张图能够大致弄明白.要是还能加上去年VIN(NIPS2016 best paper: Value Iteration…

Summary on deep learning framework --- PyTorch  Updated on 2018-07-22 21:25:42  import osos.environ["CUDA_VISIBLE_DEVICES"]="4" 1. install the pytorch version 0.1.11  ## Version 0.1.11 ## python2.7 and cuda 8.0 sudo pip install http://…

 Summary on deep learning framework --- Theano && Lasagne 2017-03-23 1. theano.function output = input ** 2  f = theano.function([input], output) print(f(3)) >> the output is: 3^2 = 9. 2.  verbose = 1 or 0, does it have any difference ?   so…

 Summary on deep learning framework --- TensorFlow Updated on 2018-07-22 21:28:11 1. Check failed: s.ok() could not find cudnnCreate in cudnn DSO;  tensorflow/stream_executor/cuda/cuda_dnn.cc:221] Check failed: s.ok() could not find cudnnCreate in cu…

Summary on deep learning framework --- Torch7  2018-07-22 21:30:28 1. 尝试第一个 CNN 的 torch版本, 代码如下: -- We now have 5 steps left to do in training our first torch neural network -- 1. Load and normalize data -- 2. Define Neural Network -- 3. Define Loss…

Deep Learning framework --- MexNet 安装,测试,以及相关问题总结  一.安装:   参考博文:http://www.open-open.com/lib/view/open1448030000650.html  Note: gcc g++ 需要 4.8 版本. 二.…

Install and Compile MatConvNet: CNNs for MATLAB --- Deep Learning framework 2017-04-18  10:19:35 If you want to use matlab convnet, you just install according to the following tutorials: 1. Download and unzip the original source file from: http://www…

常用的deep learning frameworks 基本转自:http://www.codeceo.com/article/10-open-source-framework.html 1. Caffe 基于C++开发 2. Theano 大部分代码是使用CYthon开发的,主页有很详细的教程,在github上有Theano的软件包,另外还有一份pdf的tutorial 基于theano派生了许多的深度学习python软件包:Keras(documents).Lasagne(documents…

PART I GROUNDWORK CHAPTER 1 Introduction CHAPTER 2 One on One (101) CHAPTER 3 Overview of the Internet CHAPTER 4 More Than Two PART II FOUNDATIONS CHAPTER 5 Issues in Networking Graphics CHAPTER 6 Sockets and Middleware CHAPTER 7 Middleware and Messa…

Deep Learning Libraries by Language Tweet         Python Theano is a python library for defining and evaluating mathematical expressions with numerical arrays. It makes it easy to write deep learning algorithms in python. On the top of the Theano man…

About this Course If you want to break into cutting-edge AI, this course will help you do so. Deep learning engineers are highly sought after, and mastering deep learning will give you numerous new career opportunities. Deep learning is also a new "s…

Abstract Semantic word spaces have been very useful but cannot express the meaning of longer phrases in a principled way. 语义词空间是非常有用的,但它不能有原则地表达较长短语的意义. Further progress towards understanding compositionality in tasks such as sentiment detection requ…

最近在学深度学习相关的东西,在网上搜集到了一些不错的资料,现在汇总一下: Free Online Books  by Yoshua Bengio, Ian Goodfellow and Aaron Courville Neural Networks and Deep Learning42 by Michael Nielsen Deep Learning27 by Microsoft Research Deep Learning Tutorial23 by LISA lab, University…

Awesome Deep Learning  Table of Contents Free Online Books Courses Videos and Lectures Papers Tutorials Researchers WebSites Datasets Frameworks Miscellaneous Contributing Free Online Books Deep Learning by Yoshua Bengio, Ian Goodfellow and Aaron Cou…

Deep Learning in a Nutshell: History and Training This series of blog posts aims to provide an intuitive and gentle introduction to deep learning that does not rely heavily on math or theoretical constructs. The first part in this series provided an…

Deep Learning in a Nutshell: Core Concepts This post is the first in a series I’ll be writing for Parallel Forall that aims to provide an intuitive and gentle introduction todeep learning. It covers the most important deep learning concepts and aims…

Deep Learning in a Nutshell: Core Concepts Share:   Posted on November 3, 2015by Tim Dettmers 7 CommentsTagged cuDNN, Deep Learning, Deep Neural Networks, Machine Learning,Neural Networks   This post is the first in a series I’ll be writing for Paral…

Awesome Deep Vision  A curated list of deep learning resources for computer vision, inspired by awesome-php and awesome-computer-vision. Maintainers - Jiwon Kim, Heesoo Myeong, Myungsub Choi, Jung Kwon Lee, Taeksoo Kim We are looking for a maintainer…

Machine and Deep Learning with Python Education Tutorials and courses Supervised learning superstitions cheat sheet Introduction to Deep Learning with Python How to implement a neural network How to build and run your first deep learning network Neur…

转自:机器学习(Machine Learning)&深度学习(Deep Learning)资料 <Brief History of Machine Learning> 介绍:这是一篇介绍机器学习历史的文章,介绍很全面,从感知机.神经网络.决策树.SVM.Adaboost到随机森林.Deep Learning. <Deep Learning in Neural Networks: An Overview> 介绍:这是瑞士人工智能实验室Jurgen Schmidhuber写的最…

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…

Awesome Human Pose Estimation 2018-10-08 11:02:35 Copied from: https://github.com/cbsudux/awesome-human-pose-estimation A collection of resources on Human Pose Estimation. Why awesome human pose estimation? This is a collection of papers and resource…

About this Course This course will teach you the "magic" of getting deep learning to work well. Rather than the deep learning process being a black box, you will understand what drives performance, and be able to more systematically get good res…

A Survey of Visual Attention Mechanisms in Deep Learning 2019-12-11 15:51:59 Source: Deep Learning on Medium Visual Glimpses and Reinforcement Learning The first paper we will look at is from Google’s DeepMind team: “ Recurrent Models of Visual Atten…

<Brief History of Machine Learning> 介绍:这是一篇介绍机器学习历史的文章,介绍很全面,从感知机.神经网络.决策树.SVM.Adaboost到随机森林.Deep Learning. <Deep Learning in Neural Networks: An Overview> 介绍:这是瑞士人工智能实验室Jurgen Schmidhuber写的最新版本<神经网络与深度学习综述>本综述的特点是以时间排序,从1940年开始讲起,到60-80…

转自:http://www.jeremydjacksonphd.com/category/deep-learning/ Deep Learning Resources Posted on May 13, 2015   Videos Deep Learning and Neural Networks with Kevin Duh: course page NY Course by Yann LeCun: 2014 version, 2015 version NIPS 2015 Deep Learn…

Top Deep Learning Projects A list of popular github projects related to deep learning (ranked by stars). Last Update: 2016.08.09 Project Name Stars Description TensorFlow 29622              Computation using data flow graphs for scalable machine lear…

Andrej Karpathy blog About Hacker's guide to Neural Networks Deep Reinforcement Learning: Pong from Pixels May 31, 2016 This is a long overdue blog post on Reinforcement Learning (RL). RL is hot! You may have noticed that computers can now automatica…

边缘智能:按需深度学习模型和设备边缘协同的共同推理 本文为SIGCOMM 2018 Workshop (Mobile Edge Communications, MECOMM)论文. 笔者翻译了该论文.由于时间仓促,且笔者英文能力有限,错误之处在所难免:欢迎读者批评指正. 本文及翻译版本仅用于学习使用.如果有任何不当,请联系笔者删除. 本文作者包含3位,En Li, Zhi Zhou, and Xu Chen@School of Data and Computer Science, Sun Yat…

Tensorflow Welcome to the Tensorflow Tutorial! In this notebook you will learn all the basics of Tensorflow. You will implement useful functions and draw the parallel with what you did using Numpy. You will understand what Tensors and operations are,…