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Machine learning Practical notes--using KNN algorithm to improve the pairing effect of dating sites

First, case backgroundMy friend Helen has been using the online dating site to find the right date for her. Although dating sites recommend different candidates, she doesn't like everyone. After a summary, she found that there were three types of people who had intercourse:(1) A person who does not like;(2) A person of general charm;(3) A person of great charm;De

The development of 13-rule for dating sites

people to come together, because its name must be romantic enough, or it can make people fantasize. Imagine that more than 10, 20 years later, those who are married thanks to your website will always remember its name. Who knows, maybe they will open the site again just to find the lost memory.3. Free or paidOnline dating service can be free, partly free or charged. It depends on the target audience you expect. Free websites are most popular with use

The K-Nearest neighbor algorithm improves the pairing effect of dating sites

K-Nearest neighbor algorithm to improve the pairing effect of dating sites One, theoretical study 1. Read the contentPlease be sure to read the "machine Learning Combat" book 1th and 2nd chapters, this section of the experiment by solving dating site matching effect problem to combatk-近邻算法(k-Nearest Neighbour,KNN)2. Extended ReadingThis section of the recommended

Improving the pairing effect of dating sites using the K-Nearest neighbor algorithm

], 15.0*numpy.array (datinglabels), 15.0*Numpy.array (datinglabels))7 #Axis demarcation8Ax.axis ([ -2,25,-0.2,2.0])9 #Axis description (matplotlib configuration Chinese display a little trouble here directly in English well)TenPlt.xlabel ('Percentage of time spent Playing Online games') OnePlt.ylabel ('liters of Ice Cream consumed Per Week') A #Display data analysis diagram -Plt.show ()Get the following data analysis diagram:  You can also use the same method to get "frequent flyer m

Some of the dating sites illegally earn profits by matchmaking to earn traffic

Flow When more and more people through the dating site "marriage", few of them know that these sites are not qualified to provide matchmaking services. Reporters yesterday learned that, in order to quickly gain profits, some dating sites frequently over the scope of operation, a few even use special behavior to earn so

Machine learning Combat--the second chapter of improving the pairing effect of dating sites

is:%f"% (Errorcount/float (numtestvecs)) #输出错误率 - + if __name__=='__main__': ADatingclasstest () 1 " "2 Enter a person's information and give a forecast of their preferred level3 " "4 defClassifyperson ():5Resultlist = [' not at all','In small doses','In large doses']6Percenttats = Float (raw_input ("percentage of time spend playing video games?"))7Ffmiles = Float (Raw_input("frequent flier miles earned per year?"))8Icecream = Float (raw_input ("liters of ice cream consumed per year?"))9

Using the K-nearest neighbor algorithm on dating sites

(1) Collect data: Provide text file(2) Preparing data: Parsing text files with Python(3) Analyzing data: Using Matpltlib to draw two-dimensional diffusion graphs(4) Training algorithm: This step does not apply K-nearest neighbor algorithm(5) test algorithm: Using some of the data provided by Helen as a test sample, the difference between the test sample and the non-test sample is that the test sample is the data that has been sorted, and if the forecast classification is different from the actua

Machine learning Combat 1-2 KNN Improving the pairing effect of dating sites DatingTestSet2.txt Download method

Today read "Machine learning combat" read the use of the K-Near algorithm to improve the matching effect of dating sites, I understand, but see the code inside the data sample set DatingTestSet2.txt a little bit, this sample set where, only gave me a file name, no content ah.Internet Baidu This file name, found a lot of bloggers can download the blog, I am very curious, is also read "machine learning combat

Machine learning Combat NOTE-K neighbor algorithm 2 (improved pairing effect for dating sites)

adds 1, and the result of the counter after the execution of the program is divided by the total number of data points is the error rate. Code: print("the total error rate is %f" % (errorCount/float(numTestVecs)))Test:Dating site Prediction functiondef classifyPerson(): resultList = [‘not at all‘,‘in small doses‘,‘in large doses‘] percentTats = float(input("percentage of time spent playing video games?")) ffMiles = f

Improving the pairing effect of dating sites using the K-Nearest neighbor algorithm

(CLASSNUMSTR) trainingmat[i,:]= Img2vector ('trainingdigits/%s'%filenamestr) Testfilelist= Listdir ('testdigits')#iterate through the test setErrorcount = 0.0mtest=Len (testfilelist) forIinchRange (mtest): Filenamestr=Testfilelist[i] Filestr= Filenamestr.split ('.') [0]#Take off. txtclassnumstr = Int (Filestr.split ('_') [0]) Vectorundertest= Img2vector ('testdigits/%s'%filenamestr) Classifierresult= Classify0 (Vectorundertest, Trainingmat, Hwlabels, 3) Print "The classifier came back wi

How to make money on the internet-how to become an Asian dating Alliance

There are several ways to do the Asian Union: 1, optimize the promotion. This approach is a lot of "junior" webmaster adopted. Rely on keyword optimization to guide the user's registration can be said to have a certain technical content, because the introduction is relatively low, save as a page, and then change the ID to their own through a domain name or level two directory can do a page, and then optimize the keyword ranking. Why is it that this is a beginner? The more passive way is often i

Managing the configuration and management of Internet Information servers-web sites and FTP sites

web| Server | site Installing IIS Step 1 Click Start, point to Settings, click Control Panel, and then start the Add/Remove Programs application. Step 2 Select Configure Windows, click the Components button, and then follow the on-screen prompts to install, remove, or add the IIS components, as shown after installation. Note: If you upgrade to Windows 2000, only Iis,iis 5.0 installed in previous versions of Windows will be installed by default.    Introduction to Web

On the inevitability of internet community and the nature of social networking sites

themselves. Therefore, from a certain point of view, the meaning of the long tail to the SNS more support, that is, the individual must be because of the same information integration to find with their own like-minded people. Or it can be said that, while they are looking for, the information is also looking for themselves. Here, Baidu's founder, Mr. Robin Li, has a deep understanding of the nature of the Internet in the future: "You are looking for

Common strategies for large Internet sites to address massive data volumes

Compared with traditional storage environments, the data storage of large Internet sites is not only as simple as a server and a database, it is a complex system consisting of network devices, storage devices, application servers, public access interfaces, and applications. It can be divided into business data layer, computing layer, data warehousing, data backup, and data storage through application server

How do small business formation sites quickly publish to the Internet?

192.168.1.254Switch User name password configuration[Sw1]user-interface vty 0 4[Sw1-ui-vty0-4]authentication-mode AAA[Sw1-aaa]local-user CTO Password cipher 123[Sw1-aaa]local-user CTO Privilege Level 15The intranet device configuration is as follows:R2 Configuration[R2]interface g0/0/0[R2-gigabitethernet0/0/0]ip Address 100.1.1.2 24[R2]interface G0/0/1[R2-gigabitethernet0/0/1]ip Address 100.2.2.254 24CLIENT1 ConfigurationStep TwoConfigure the router with Internal server static port mappings.[R1

Windows Sever 2008 system, Internet Explorer Enhanced Security Configuration is blocking content from the following Web sites

650) this.width=650; "src=" http://s3.51cto.com/wyfs02/M00/71/B4/wKiom1XW8P-QoluvAAFmH9ylc-c035.jpg "title=" 01.png "alt=" Wkiom1xw8p-qoluvaafmh9ylc-c035.jpg "/>Windows Sever 2008 system in use often pops up "IE enhanced security settings are blocking content from the following sites", each time need to close or click "Add", very troublesome, and now I tell you the solutionOn the desktop, click on "Start" management tool "Server Manager, in the pop-up

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