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Scikit-learn Machine Learning Module (PART I)

the data in the Scikit-learn data Format : 2-D array or matrix, [N_samples, N_features] contains DataSet: Iris data, digits data, Boston data (housing price), diabetes data for example: From sklearn.datasets import Load_iris >>> iris = Load_iris ()--> which contains Iris.data and Iris.targetWe can go through print (data. DESCR) To view more information about the dataset the basic principle of mac

Python uses Tsne to reduce dimension __python

Now that the T-sne has been integrated into the Sklearn, the following is an example of a reduced-dimension visualization.The required documentation Fdata is roughly as follows 3 6 4 5 7 6 23 5 Ftarget roughly as follows 1 1 2 4 This allows you to use the "NumPy loadtxt data format in fact." #!/usr/bin/python # encoding=utf-8 #-*-Coding:utf-8-* # Toggle Work path import OS import sys os.chdir (os.path.split. Realpath (Sys.argv[0])) [0]) import numpy from numpy import * Import NumPy as NP fr

toastmaster-250th meeting-20130706

counter,who'll help us to count the unnecessary words. Let ' s welcome Iris Wu. Overto wordsmith Kai: Next is our wordsmith, the specialized 中文版 teacher. She (Jill) said "When we have tofight for the University examination, we stayed up really late and work hard toget. "That's her ' pain and gain ' let ' s welcome Jill Zheng. Overto Table Topic Section Commitment: Though, we only have half number of attendees compared to ourregular meeting, but I b

Wonderful example of Photoshop: Open your Heart window

again to the image with a radial blur Filter and set the blending mode of the new layer to color darker, as shown in Figure 2. Figure 2 Applying the add noise and radial blur filters 4. Merge all the layers, select the "Elliptical Marquee" tool, draw a suitably sized round selection in the center of the image, and copy and paste to produce the iris portion of the eyeball. Then use the gradient tool to fill the background layer with a radiant gradie

Common Image Database _ database

/hollywood2/Hollywood human Behavior Library http://vision.stanford.edu/Datasets/olympicsports/olympic Sports DataSet These databases are based on action/behavior recognition (in the 1th URL can also find their download address), the article "Video of behavioral Recognition public database Summary" The evaluation of them is more pertinent, as can be see: http://blog.sina.com.cn/s/blog_631a4cc40101138j.html 8, Http://homepages.inf.ed.ac.uk/rbf/BEHAVE /computer-assistedprescreening of streams for

Eric: 2010 China's search engine market is still in a fast-expanding period

, especially small and medium-sized advertising marketing budget with the warming; second, the economic crisis period, the brand advertisers through the attempt to put, generate inertia consumption; third, Google China's strategic adjustment, shortened the Baidu Promotion system adjustment period, the promotion of its click Rate, the increase in the number of optional keywords, the CPC's rise and other factors have also contributed to a certain degree of ARPU promotion. Eric predicts the 2011 C

Machine learning: Bayesian classifier (ii)--Gaussian naive Bayesian classifier code implementation

(-(MATX_SAMPLE-SELF._MEANM AT) * * 2/(2 * self._varmat + EPS)) Mat_denominator = np.sqrt (2 * np.pi * self._varmat + EPS) list_ Log = Np.sum (Np.log (mat_numerator/mat_denominator), Axis=1) # class conditional probabilities in each category are added after the logarithm prior_class_x = List_log + np.log (self._priorlist) # Plus logarithmic prio of class priori probabilitiesR_class_x_index = Np.argmax (prior_class_x) # The index with the largest logarithm probability classof_x = self._classes[pr

How to protect important servers in the data center?

trust that the site they are on is legitimate. (Credit: James Martin/CNET) To enter the data center, scan for the password, key, fingerprint, and sound.650) this. width = 650; "width =" 610 "height =" 407 "class =" cnet-image "src =" http://www.bkjia.com/uploads/allimg/131227/0G5125141-2.jpg "alt =" Accessing the Key Ceremony room at Symantec, which is protected by biometric security including iris scanners. "/> Accessing the Key Ceremony room at Sym

Asp uses HTTP_USER_AGENT to determine whether the user is accessed on the mobile phone or on the computer IE.

| w839 | i250 | sprint | average | m5252 | c7100 | mt126 | x225 | s5330 | s820 | htil-g1 | fly v71 | s302 |-x113 | novarra | k610i |-three | 8325rc | 8352rc | sanyo | vx54 | c888 | nx250 | n120 | mtk | c5588 | s710 | t880 | c5005 | I; 458x | p404i | s210 | c5100 | teleca | s940 | c500 | s590 | foma | samsu | vx8 | vx9 | a1000 | _ mms | myx | a700 | gu1100 | bc831 | e300 | ems100 | me701 | me702m-three | sd588 | s800 | 8325rc | ac831 | mw200 | brew | d88 | htc/| htc_touch | 355x | m50 | km100 |

What are the advantages and disadvantages of R language?

famous for SVM, which is also known by some as the king of single classifiers. The following is a process that uses SVM to classify a well-known Iris DataSet, and running this example requires that you have installed the e1071 package [6].Library (e1071)Data (IRIS)X Y Model Summary (model)Pred Table (pred, y)The 5th line of code calls the SVM function, calculates the classifier model with X as the category

Summary of Scikit-learn decision Tree algorithm class library usage

, feature_names= Iris.feature_names, class_names=iris.target_names, filled=true, rounded=true, special_characters= True) graph = pydotplus.graph_from_dot_data (dot_data) The diagram generated in Ipython's notebook is as follows:  4.Decisiontreeclassifier InstancesHere is a decisiontreeclassifier example that limits the number of decision tree layers to 4 . From Itertools import Productimport

Positioning in the classic books

[Introduction] In an article, the founders of AFU repeatedly stressed the importance of positioning, a classic theory of Iris and Jack troot. For many online shoppers, when talking about essential oils, they will think of AFE. "AFE is essential oils !" This short advertisement has put "AFU" on the throne synonymous with "Essential Oil. The key to AFU's success lies in the deep understanding and grasp of the positioning theory. 650) This. width = 650;

How to Convert PDF files from editable text and word

-- PDF file format conversion experienceThere is no such thing as absolute. First, I tried several software for decryption. It is best to use passware_acrobat key, followed by adult PDF password recovery v2.2.0 and PDF password remover v2.2, as for the Image Scanning text conversion, Chinese words, more trouble, the image is not compressed Tif format, with Tsinghua TH-OCR 9.0 or Wang identification conversion, if only part of the recognition can be removed from the image, the screen capture and

Php $ _ SERVER Information Analysis

/mobile */If (preg_match ('/(android | bb \ d + | meego ). + mobile | avantgo | bada \/| blackberry | blazer | compal | Eline | fennec | hiptop | iemobile | ip (hone | od) | iris | kindle | lge | maemo | midp | mmp | mobile. + firefox | netfront | opera m (ob | in) I | palm (OS )? | Phone | p (ixi | re) \/| plucker | pocket | psp | series (4 | 6) 0 | symbian | treo | up \. (browser | link) | vodafone | wap | windows ce | xda | xiino/I ', $ agent) | pr

Mobile Payment-fixed the problem of Firefox session loss on Android mobile devices

there is an ismobiledevice attribute in Asp.net, so how to identify mobile devices is, I use the followingCodeFragment Public bool ismobile {{ return (system. web. configuration. httpcapabilitiesbase) mybrowsercaps ). ismobiledevice; } By decompiling the DLL, you can view how ismobiledevice works and find that this property depends on the browser file in the folder.% Systemdrive % \ windows \ Microsoft. NET \ framework64 \ v4.0.30319 \ config \ browsersI did not make any special judgment on

[Reprinted] employment prospects of Image Processing

In my opinion, I think image processing is still a good job. First, we can regard the image as a two-dimensional, three-dimensional or higher-dimensional signal. In this sense, image processing is the best job situation in the whole signal processing, because you must not only master (one-dimensional) basic knowledge of signal processing, as well as knowledge of Image Processing (two-dimensional or high-dimensional signal processing. Secondly, image processing is the foundation of computer visio

Female name list in English, including its origins and definitions

of being a quiet, middle-aged Irish woman, kind, interesting. Iris (Greece) "Rainbow". in people's eyes, Iris is a tall, slim, meticulous, and self-regarded woman. Ivy (old-fashioned English) "Changchun Teng", the ivy name gives two kinds of impressions: one is a conservative, maternal glorious woman, sedated and kind; first, the smart and outgoing Southern beauty. J Jacqueline (Hebrew) means "followers".

Execshield and vsspacerandom

(0x00273000) Linux gate and others are changed. There are some inconsistencies between san and iris systems. San said that linux-gate is an entry and will not change. Iris uses suse. Exec-sheild is enabled in the rh kernel. It is enabled by default. In your own kernel, exec-sheild does not exist, but vs space is enabled by default. I have verified this in the CBD machine. Exec-sheild should be unexec

Principle and practice of SVM

provided inlinear Core: U ' *v polynomial cores:(gamma*u ' *v + coef0) ^degreeGaussian core: exp (-gamma*|u-v|^2)sigmoid Core: Tanh (gamma*u ' *v + coef0) The default is the Gaussian kernel. Incidentally, you can customize the kernel function in the kernel package. Degree: number of polynomial cores, default is 3Gamma: except for the linear core, the parameters of the other cores are 1 by default . number of data dimensionsCOEF0: polynomial nuclei and sigmoid the parameter of the kernel, which

Comparison of PCA and LDA dimensionality reduction

PCA principal component Analysis method, LDA linear discriminant analysis method, can be considered as supervised data dimensionality reduction. The following code implements two ways to reduce the dimension, respectively:Print(__doc__)ImportMatplotlib.pyplot as Plt fromSklearnImportDatasets fromSklearn.decompositionImportPCA fromSklearn.discriminant_analysisImportLineardiscriminantanalysisiris=Datasets.load_iris () X=Iris.datay=Iris.targettarget_names=IRIS.TARGET_NAMESPCA= PCA (n_components=2)

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