Note: Organize the PPT from shiming teacherContent Summary
1 Development History2 Feedforward Network (single layer perceptron, multilayer perceptron, radial basis function network RBF) 3 Feedback Network (Hopfield network,Lenovo Storage Network, SOM,Boltzman and restricted Boltzmann machine rbm,dbn,cnn)Development History
single-layer perceptron
1 Basic model2 If the excitation function is linear, the least squares can be calculated directly 3 if the excitation function is sif
Preface
I have been dealing with neural networks (ANN) for a long time. I used to learn the principles. I have done a BPN exercise. I have not summarized it systematically. I recently read the torch source code, I have a better understanding of MLP, and I have made a summary by writing what I learned!Features of ANN
(1) high concurrency
Artificial Neural Networks are made up of many parallel combinations of the same simple processing unit. Although ea
combined by multiple sensors:
Nonlinear classification plane, where θ (·) represents a step function or symbol function.
Multi-layer sensor Neural Network
In fact, the above model isMulti-layer sensor Neural Network (multi-layer perceptron neural networks, MLP neural netwoks). Each node in the neural network is a sensor. The basic function of neurons in the model bio-neural network is that electrical signals from the outside (environment or o
=Datetime.datetime.now ()Print("Time Cost :") Print(Tend-tstart)Analysis:1. Forward Propagation: for in range (1, Len (synapselist), 1): Synapselist is a weight matrix.2. Reverse propagationA. Calculating the error of the output of the hidden layer on the inputdef GETW (Synapse, Delta): = [] # traverse the hidden layer each hidden unit to each output weight, such as 8 hidden units, each hidden unit two output each has 2 weights for in Range (Synapse.shape
-layer Perception (MLP): Multilayer perceptron is used to solve the problem of nonlinear classification of Single-layer neural networks, and the popular method of training multilayer perceptron is to reverse propagate, through which multiple inputs can produce a single output to achieve the result of classification.
Function prototype: Cv2. Ann_mlp.train (inputs, outputs, sampleweights[, sampleidx[, params[, flags]])
Procedures and Notes:
#decoding:
Relationship between original codes, reverse codes, and supplementary codes in the computer, and source code Complement
Recently, I have been covering questions about C and pointers, and I have learned how to fill in a question. I have searched my mind and found that the concept is vague. Just now that the application for the podcast has passed, let's try the wat
What's the use of a hash codes in Java? Java uses hash codes for the same reason described above-to efficiently retrieve data from hash based collections. If the objects of your class is not used as keys in a hash based collection, for example, in a Hashtable, HashMap, etc, You need isn't even worry about hash codes for your objects at all.You can compute hash co
Details of various HTTP return status codes and return Status Codes
If a request sent to your server requires that a webpage on your website be displayed (for example, when a user accesses your webpage through a browser or crawls a webpage through Googlebot ), the server returns the HTTP status code to respond to the request.
This status code provides information about the request status, telling Googlebot
Explanation of HTTP status codes and explanation of http Status Codes
1xx: Information
Message
Description
100 Continue
The server only receives some requests, but once the server does not reject the request, the client should continue to send other requests.
101 Switching Protocols
Server conversion protocol: the server converts client-compliant requests to anothe
Implementation and technical analysis of verification codes generated by js, and technical analysis of js verification Codes
I will share with you a piece of code for generating and verifying the verification code in js.
As we all know, JavaScript is a client, is it meaningful to make all the verification on the client? Is the verification code generated from the server safe? Is the verification code gener
Python implements automatic login implementation code for websites with verification codes, and python verification Codes
I have heard that it is very convenient to use python for web crawlers. Just in the past few days, the organization has such a need to log on to the XX website to download some documents, so I tried it myself and the effect was good.
In this example, the user name, password, and verifica
Summary of methods for generating image verification codes using PHP (two methods) and summary of verification Codes
This article describes how PHP generates an image verification code. We will share this with you for your reference. The details are as follows:
1. generate an image of the addition Verification Code
Session_start ();/* define the header file as an image */header ("Content-type: image/png ");
Table of long-distance telephone area codes and postal codes of counties, cities and districts in Henan Province
City, county, district name
Long-distance zone no.
Zip code
City, county, district name
Long-distance zone no.
Zip code
Zhengzhou City
0371
450000
Central Plains
0371
450000
Zone 2 and 7
0371
450000
Multiple codes that return the top and multiple codes that return the top
Code 1:
$ ("# Back-to-top"). click (function (){
$ ('Body, html '). animate ({
ScrollTop: 0
},1000 );
Return false;
});
Code 2:
Status Codes 301 and 302 are different. Status Codes 301 and 302 are different.1. Official explanation301 redirect: 301 represents permanent transfer (Permanently Moved) 302 redirect: 302 represents temporary transfer (Temporarily Moved) 301 indicates that the resource of the old address A has been permanently removed (the resource is inaccessible ),While capturing new content, the search engine also switch
Common HTTP status codes and common http Status Codes
200 OK request successful. It is generally used for GET and POST requests.
301 Moved Permanently is Permanently Moved. The requested resource has been permanently moved to the new URI. The returned information will include the new URI, And the browser will automatically redirect to the new URI. In the future, any new request should be replaced by a new U
Dozens of webpage image accordion effect codes and dozens of Accordion CodesSimple jquery accordion plug-in with titles horizontal accordion image rotation code
JQuery CSS3 horizontal sliding accordion text image switching special effect code
Jquery horizontal sliding accordion menu mouse click picture display accordion menu code
Jquery accordion album slide picture horizontal scroll show shrink code
Code for changing the effect of a horizontal me
We know that each key on the keyboard corresponds to a code, tapping the keyboard, in fact, the computer hardware through the logic gate circuit to generate binary digits to represent this code, and then passed to the CPU.
The following is a summary of the char codes supported by javascript:
Key
Code
Backspace
8
tab
9
The content source of this page is from Internet, which doesn't represent Alibaba Cloud's opinion;
products and services mentioned on that page don't have any relationship with Alibaba Cloud. If the
content of the page makes you feel confusing, please write us an email, we will handle the problem
within 5 days after receiving your email.
If you find any instances of plagiarism from the community, please send an email to:
info-contact@alibabacloud.com
and provide relevant evidence. A staff member will contact you within 5 working days.