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深度学习
微小工作

Ubuntu20.04编译OpenCV4.5支持GPU 与CUDA加速

At present,The latest verion of offical OpenCV is 4.5.2。 In this blog, I introduce how to compile OpenCV from source code and enable GPU/CUDA support - GPU: Tesla V100 - CUDA: 11.0 - CUDA Capability: 7.0 (corresponding to GPU Tesla V100) - OS: Ubuntu 20.04 Dow…

2021年2月25日 0条评论 21014点热度 3人点赞 Dong Wang 阅读全文
杂记

Ubuntu20.04安装Nvidia驱动+CUDA11.0+Pytorch+Opencv脚本

对于一个全新的Ubuntu20.04系统,我们将使用这个脚本安装GPU驱动、CUDA11.0、cudnn11.2、Python、Pytorch和Opencv。 注意,请首先手动下载cudnn11.2 地址:https://developer.nvidia.com/rdp/cudnn-download 注意,请首先手动下载cudnn11.2 地址:https://developer.nvidia.com/rdp/cudnn-download 注意,请首先手动下载cudnn11.2 地址:https:…

2021年1月29日 0条评论 9430点热度 2人点赞 Dong Wang 阅读全文
深度学习

一个End-to-end手势识别模型

这篇文章介绍了我近期的工作,一个端到端的手势识别模型。 识别手势在智能交互系统领域是一个基本研究课题。能够快速识别出用户的手势并做出反应对智能交互系统的用户体验有很重要的作用。手势识别在安全、K12教育、工业领域都有广泛的应用。 本文介绍一个端到端的手势识别系统的模型。这个模型的输入是一张$240*320$ 的 RGB 图像,输出是6种预…

2020年5月26日 2条评论 11095点热度 3人点赞 Dong Wang 阅读全文
深度学习

Natural Computation Methods for Machine Learning Note 15

In this article, we talk about Particle Swarm Optimization. In last post, we talked Computational tools, including Cellular automata Ant Colony Optimization Particle Swarm Optimization Particle Swarm Optimization Originally intended to simulate bird flocks and…

2020年3月28日 0条评论 6672点热度 1人点赞 Dong Wang 阅读全文
深度学习

Natural Computation Methods for Machine Learning Note 14

Intelligence <- Social behavior Intelligence can emerge from social interaction. Emergent behaviour – when a group behaves in ways that were not ”programmed” into its members Swarm intelligence simulated social interaction emergent collective intelligence i…

2020年3月25日 0条评论 7049点热度 0人点赞 Dong Wang 阅读全文
深度学习

Natural Computation Methods for Machine Learning Note 13

EC is parallel search (many balls in the landscape). Want to prevent all individuals from converging to the same solution (premature convergence – a common problem) The task of mutation is to prevent this – to maintain diversity in the population. To inject ne…

2020年3月20日 0条评论 5753点热度 0人点赞 Dong Wang 阅读全文
深度学习

Natural Computation Methods for Machine Learning Note 12

From course, I learned Evolutional Computing. Evolutionary computing (EC) population method Used for problems where the task is to maximize some measure of success Same family of problems as in RL, but very different methods Methods inspired by genetics, natur…

2020年3月20日 0条评论 5607点热度 0人点赞 Dong Wang 阅读全文
深度学习

Natural Computation Methods for Machine Learning Note 11

Let us firstly revisit completive learning and SOFM A node position (in the input space) is its weight vector, i.e. nodes move around in the same space as the data. Purpose of unsupervised learning is (usually) to cluster for classification, or for modelling d…

2020年3月4日 0条评论 6289点热度 0人点赞 Dong Wang 阅读全文
深度学习

Natural Computation Methods for Machine Learning Note 10

In this note, we are going talk about Deep Learning very briefly. RBFNs are feedforward networks, where: The hidden nodes (the RBF nodes) compute distances, instead of weighted sums. The hidden layer activation functions are Gaussians (or similar), instead of …

2020年3月2日 0条评论 6779点热度 0人点赞 Dong Wang 阅读全文
深度学习

Natural Computation Methods for Machine Learning Note 09

To learn from unlabeled data (only inputs, no target information). Most often for classification. Requires that class membership can be detected by structural properties (features) in the data, and that the learning system can be fund these features. Following…

2020年3月2日 0条评论 5864点热度 1人点赞 Dong Wang 阅读全文
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Dong Wang

I am a PhD student of TU Graz in Austria. My research interests include Embedded/Edge AI, efficient machine learning, model sparsity, deep learning, computer vision, and IoT. I would like to understand the foundational problems in deep learning.

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