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Machine Learning 001 Deeplearning.ai Depth Learning course neural Networks and deep learning first week summary

Deep Learning SpecializationWunda recently launched a series of courses on deep learning in Coursera with Deeplearning.ai, which is more practical compared to the previous machine learning course. The operating language also has MATLAB changed to Python to be more fit to the current trend. A study note on this series of courses will be made here.The deep learning specialization is divided into five courses, namely: Neural Networks and deep learning,im

Uber open source "neural evolution" visualization tool Vine__uber

Albert AI Tech Review: The improvement of the calculation force may inject vigor into the old algorithm. Over the past two years, the neural Evolution (neuroevolution) approach has been gradually renewed attention, including OpenAI, DeepMind, GoogleSeveral global research institutes such as Brain, sentient and Uber have recently studied in this area, and Uber seem to have put more effort into it. Figure 1. The change of "neuroevolution" in Google tre

Technology to: Read the convolutional neural network in one article CNN

Transferred from: http://dataunion.org/11692.htmlZhang YushiSince July this year, has been in the laboratory responsible for convolutional neural networks (convolutional neural network,cnn), during the configuration and use of Theano and Cuda-convnet, Cuda-convnet2. In order to enhance the understanding and use of CNN, this blog post, in order to communicate with people, mutual gain. Before the text, say a

Python implementation of deep neural network framework

Overview This demo is very suitable for beginners AI and deep learning students, from the most basic knowledge, as long as there is a little bit of advanced mathematics, statistics, matrix of relevant knowledge, I believe you can see clearly. The program is written without the use of any third-party deep Learning Library, starting at the bottom. First, this paper introduces what is neural network, the characteristics of

BP neural Network--the realization of C language

Reprint: http://www.cnblogs.com/jzhlin/archive/2012/07/30/bp_c.html In the last article, we introduce the basic model of BP neural network, some terms in the model and the mathematical analysis of the model, and have a preliminary understanding of its principle. Then how to use the program language to specifically implement it, will be the next issue we need to discuss. This paper chooses the C language to realize a simple single hidden layer of BP

BP Neural network

bp neural network in BP for back propagation shorthand, the earliest it was by Rumelhart, McCelland and other scientists in 1986, Rumelhart and in nature published a very famous article "Learning R Epresentations by back-propagating errors ". With the migration of the Times, the theory of BP neural network has been improved and updated, which has undoubtedly become one of the most widely used

RBF Neural Network

This digest from: "Pattern recognition and intelligent computing--matlab technology implementation of the third edition" and "Matlab Neural network 43 Case Analysis" "Note" The Blue font for your own understanding part The advantages of radial basis function neural network: Approximation ability, classification ability and learning speed are superior to BP neural

Analysis and code of handwritten numeral project recognition by BP Neural network

These two days in the study of artificial neural networks, using the traditional neural network structure made a small project to identify handwritten numbers as practiced hand. A bit of harvest and thinking, want to share with you, welcome advice, common progress.The usual BP neural network refers to the traditional artificial

Deep Learning Preparatory Course: Neural network

1 What is a neural networkArtificial Neural Networks (Artificial Neural Networks, abbreviated as Anns) are also referred to as neural networks (NNs) or as connection models (Connection model), which mimic the behavior characteristics of animal neural networks, The mathematic

Self-summary of simple character recognition algorithm based on BP Neural Network (C language Edition)

This article is the source code of their own reading a bit of summary. Please specify the source for the transfer.Welcome to communicate with you. qq:1037701636 Email:[email protected]Written in front of the gossip:Self-feeling should not be a very good at learning the algorithm of people. The past one months have been due to the need to contact the BP neural network. Until now, I have always felt that the neural

Using neural networks in machine learning Third lecture notes

The third lecture of Professor Geoffrey Hinton's Neuron Networks for machine learning mainly introduces linear/logical neural networks and backpropagation, and the following is a tidy note.Learning the weights of a linear neuronThis section introduces the learning algorithms for linear neural networks. The linear neural network is much like the perceptual machine

Convolutional Neural Network (CNN)

Introduction to convolutional Neural Networks Convolutional neural network is a multi-layer neural network that specializes in processing machine learning problems related to images, especially big images. The most typical convolutional network consists of a convolution layer, a pooling layer, and a full connection layer. The convolution layer works with the pool

TensorFlow: Google deep Learning Framework (v) image recognition and convolution neural network

6th Chapter Image Recognition and convolution neural network 6.1 image recognition problems and the classic data set 6.2 convolution neural network introduction 6.3 convolutional neural network common structure 6.3.1 convolution layer 6.3.2 Pool Layer 6.4 Classic convolutional neural network model 6.4.1 LENET-5 model 6

Machine Learning---neural Network

Machine Learning:neural NetworkA: PrefaceDefinition of the neural network on 1,wikipedia:InchMachine Learning, Artificial neural networks (anns) is a family of statistical learning algorithms inspired byBiological Neural Networks(TheCentral Nervous Systemsof animals, in particular theBrain) and is used to estimate orapproximatefunctionsThat can depend on a large

Machine Learning Week 8th-smelting number into gold-neural network

Reference booksDeep learningDeep learning is a new field in machine learning research, and its motive is to establish and simulate the neural network of human brain import analysis and learning, which imitates the mechanism of human brain to interpret the data.Examples of images, sounds and text. Deep Learning is a kind of unsupervised learning. The concept of deep learning is derived from the research of artificial

CNN and CN---convolutional networks and convolutional neural networks in data mining and target detection

Content Overview Word Recognition system LeNet-5 Simplified LeNet-5 System The realization of convolutional neural network Deep neural network has achieved unprecedented success in the fields of speech recognition, image recognition and so on. I have been exposed to neural networks many years ago. This series of articles mainly records s

Paper reading: A Primer on neural Network Models for Natural Language processing (1)

Objectivethe first article of the 2017.10.2 Blog Park, Mark. Since the lab was doing NLP and medical-related content, it began to gnaw on the nut of NLP, hoping to learn something. Follow-up will focus on knowledge map, deep reinforcement learning and other content.To get to the point, this article is a introduciton of using neural networks to deal with NLP problems. Hopefully, this article will have a basic concept of natural language processing (usi

"Wunda deeplearning.ai Note two" on the neural network

The construction of Neural Networks (neural network) is inspired by the operation of biological neural network function. Artificial neural networks are usually optimized by a learning method based on mathematical statistics, so artificial neural networks are also a practical

Learning notes TF053: Recurrent Neural Network, TensorFlow Model Zoo, reinforcement learning, deep forest, deep learning art, tf053tensorflow

Learning notes TF053: Recurrent Neural Network, TensorFlow Model Zoo, reinforcement learning, deep forest, deep learning art, tf053tensorflow Recurrent Neural Networks. Bytes. Natural language processing (NLP) applies the network model. Unlike feed-forward neural network (FNN), cyclic networks introduce qualitative loops, and the signal transmission does not disa

Machine learning practical matlab Neural Network Toolbox

The previous section in"machine learning from logistic to neural network algorithm", we have introduced the origin and construction of neural network algorithm from the principle, and programmed the simple neural network to classify and test the linear and nonlinear data. Looking at the previous section, it may be found that the algorithm implemented in the previ

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