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cs281:advanced Machine Learning second section probability theory probability theory

random variables also have the following properties, probability nonnegative, and the probability that random variables occur in all ranges is 1.The following is a CDF of continuous random variables (cumulative distribution function), which indicates the probability that the random variable x belongs to interval a to B.Expectation and variance for discrete random variables, the expectation is equal to the weighted average of each random variable, and

PHP file type MIME comparison table (comparison full) _php Foundation

/vnd.ms-pkiseccat ',' CDF ' => ' APPLICATION/X-CDF ',' cer ' => ' Application/x-x509-ca-cert ',' Class ' => ' Application/octet-stream ',' CLP ' => ' Application/x-msclip ',' CMX ' => ' image/x-cmx ',' Cod ' => ' image/cis-cod ',' Cpio ' => ' Application/x-cpio ',' CRD ' => ' application/x-mscardfile ',' CRL ' => ' application/pkix-crl ',' CRT ' => ' Application/x-x509-ca-cert ',' csh ' => ' application/x-c

TensorFlow first use +python to draw 3D graphs and calculate KL divergence

=Tf.global_variables_initializer () sess=TF. Session () sess.run (init) forStepinchRange (201): Sess.run (train)ifStep% 20 = =0:Print(Step, Sess.run (Weights), Sess.run (biases)) #Python画2D图fromFunctoolsImportPartialImportNumPy fromMatplotlibImportPyplot#Define a PDFX_samples= Numpy.arange (-3, 3.01, 0.01) PDF=numpy.empty (x_samples.shape) pdf[x_samplesPdf[x_samples>= 0] = 0.5 * Numpy.cos (NUMPY.PI * x_samples[x_samples >= 0]) + 0.5PDF/=numpy.sum (PDF)#Calculate approximated CDFCDF=numpy.empty (

Interpretation of English Vulnerability report (i)--php 5.4.x < 5.4.32 multiple vulnerabilities

---------------------------------nessus Scan Report---------------------------------------------------------------------------------------------------------------------------------------------------------------HighPHP 5.4.x DescriptionAccording to it banner, the remote Web server is running a version of PHP 5.4.x prior to 5.4.32. It is, therefore, affected by the following vulnerabilities:-LIBGD contains a NULL pointer dereference flaw in it ' gdimagecreatefromxpm ' function in the ' gdxpm.c ' f

How to determine the browser type and version number of a client

String Userbrowser=request.browser.browser; Browser nameString browserversion=request.browser.version; Browser version The following excerpt from MSDNhttpbrowsercapabilities BC = Request.Browser;Response.Write ("Response.Write ("Type =" + BC.) Type + "Response.Write ("Name =" + BC.) Browser + "Response.Write ("Version =" + BC.) Version + "Response.Write ("Major Version =" + BC.) MajorVersion + "Response.Write ("Minor Version =" + BC.) MinorVersion + "Response.Write ("Platform =" + BC.) Platform

Local pictures, music and other ASP anti-theft code

' Define function, read binary data with ADODB.stream Function Readbinaryfile (FileName) Const adTypeBinary = 1 Dim Binarystream Set Binarystream = CreateObject ("ADODB. Stream ") Binarystream.type = adTypeBinary Binarystream.open Binarystream.loadfromfile FileName Readbinaryfile = Binarystream.read End Function Response.AddHeader "Content-disposition", "attachment;filename=2.gif" ' filename Response.ContentType = "Image/gif" setting (1) Response. BinaryWrite Readbinaryfile (Server.MapPath ("2

Understanding Web page Tools Language XML (vi) Outlook

web|xml| page (3) Open Software description format OSDSimilar to the fate of EDI, the internet distribution of software packages has been in the pilot phase. The OSD (Open Software descriptipon) is a set of tags used in XML to describe a variety of software products, detailing software specifications, usage instructions, and operational platforms.(4) Channel Definition format CDFA Channel Definition format CDF (Channel definition Format) is the XML

Bayesian generation Confrontation Network (GAN) _ Bayesian

candidate samples from the distribution of noise data. A discriminant will learn how to adjust its parameters in a supervised way to correctly distinguish a particular sample from a generator or real data distribution. At the same time, the generator updates its parameters to better "cheat" the discriminant. Once the generator has enough capacity, it can extract the CDF, the anti-CDF combination, approxima

Histogram equalization (Tonal homogenization) (i)

, the gray range from 0~255 to 0~1. Normalized histogram is actually a probability density function (pdf,probability density function), equalization is to make the probability density of 1. We use PR (r) to represent the original image of the PDF, using PS (s) to indicate that after the equalization of Pdf,r, S, respectively, represents the grayscale value before and after the equalization, r,s∈[0,1]. Based on the knowledge of probability theory, it can be concluded that: The T-1 (s) in the for

470. Implement rand10 () using rand7 () (reject sampling)

Problem An rand7 () API is provided to randomly generate numbers ranging from 1 to 7. rand7 is used to implement rand10. rand10 can randomly generate numbers ranging from 1 to 10.Ideas Simply put:(1) through the (RAND n-1) % 10 + 1 method, you can find rand10, when n is a multiple of 10.(2) Use (rand7-1) * 7 + rand7 to randomly generate 1-49, which is recorded as rand49.(3) If rand40 can be calculated by rand49, that is, 1-40 can be randomly generated, rand40 % 10 can be used to obtain rand10.(4

Object MIME type

Extension: abs mime type: Audio/X-mPEG Extension: ai mime type: Application/postscript Extension: aif mime type: Audio/X-AIFF Extension: aifc MIME type: audio/X-AIFF Extension: aiff mime type: Audio/X-AIFF Extension: Aim MIME type: Application/X-Aim Extension: Art MIME type: image/X-JG extension: asf mime type: Video/X-MS-ASF Extension: asx mime type: Video/X-MS-ASF Extension: Au MIME type: Audio/basic Extension: Avi MIME type: video/X-msvideo Extension: avx MIME type: Video/X-Rad-Screenplay ext

[Dip] Digital Image Processing ch03

default, indicating linear ing. Note that the input and output are between 0 and 1, high_out can be smaller than low_out, indicating brightness inversion; G = imcomplement (f) --- brightness inversion; Histogram H = imhist (f) --- histogram display, and other display settings; G = histeq (F, 256) --- histogram equalization. The second parameter is the maximum number of possible gray level values. The default value is 64. We usually set this parameter to 256 (8-bit ), G is the image after histo

PHPheader sends various types of files and sets the file download name

; "application/postsrcipt ",'Els' => "application/postsrcipt ",'Rtf '=> "application/rtf ",'Miff' => "application/x-mif ",'CSH' => "application/x-csh ",'Dvi '=> "application/x-dvi ",'Hdf' => "application/x-hdf ",'NC '=> "application/x-netcdf ",'Cdf' => "application/x-netcdf ",'Latex '=> "application/x-latex ",'Ts' => "application/x-troll-ts ",'Src' => "application/x-wais-source ",'Zip' => "application/zip ",'Bcpio' => "application/x-bcpio ",'Cpio' =>

Information Storage Management Certification Questions series 32

Work: Data Object Storage Process in a CAS system is as follows: 1. end users present the data to be archived to the cas api via an application. the application server may also interact directly with the source (e.g ., an X ray machine) that generated this fixed content. 2. the API separates the actual data (BLOB) from the metadata and the CA is calculated from the object's binary representation. 3. The content address and metadata of the object are then inserted into the C kernel clip d

Joint Index Establishment basis

A high degree of differentiation is placed in front Select COUNT (Distinct destinationmachine) CDD,COUNT (distinct factoryname) CDF, COUNT (distinct RequestType) CDR,COUNT (distinct Cassettetype) CDC, COUNT (distinct state) CDsFrom Dsptransfercommand; CDD CDF CDR CDC CDS------------------- ---------- ---------- ----------259 4 4) 2 8Select Count (*) from Dsptransfercommand Total

PHP file Upload extension and file type table finishing _ PHP Tutorial

application/octet-stream Bmp image/bmp C text/plain Cat application/vnd. ms-pkiseccat Cdf application/x-cdf Cer application/x-x509-ca-cert Class application/octet-stream Clp application/x-msclip Cmx image/x-cmx Cod image/cis-cod Cpio application/x-cpio Crd application/x-mscardfile Crl application/pkix-crl Crt application/x-x509-ca-cert Csh application/x-csh Css text/css Dcr application/x-director Der appli

PHP file Upload extension and file type table (covering almost all files) _ php Tutorial-PHP Tutorial

Aifc audio/x-aiff Aiff audio/x-aiff Asf video/x-ms-asf Asr video/x-ms-asf Asx video/x-ms-asf Au audio/basic Avi video/x-msvideo Axs application/olescript Bas text/plain Bcpio application/x-bcpio Bin application/octet-stream Bmp image/bmp C text/plain Cat application/vnd. ms-pkiseccat Cdf application/x-cdf Cer application/x-x509-ca-cert Class application/octet-stream Clp application/x-msclip Cmx image/x-cmx

Clustering by density peaks and distance

\) and \ (\log r\) should be approximately linear, as shown in 9 (b). If the author's guess is correct, we might as well send out a diagram such as \ (\log\gamma\) and \ (\log r\) before clustering to determine the complexity of clustering, or how reliable the results of clustering on that dataset are.Finally, based on the idea of this article, I finally implemented a more complete clustering algorithm with C + + code and uploaded it to GitHub as my first repository on GitHub, please go to https

PHPheader sends various types of files and sets the file upload name

' => "application/octet-stream ",'Oda '=> "application/oda ",'PDF '=> "application/pdf ",'AI' => "application/postsrcipt ",'Eps '=> "application/postsrcipt ",'Els' => "application/postsrcipt ",'Rtf '=> "application/rtf ",'Miff' => "application/x-mif ",'CSH' => "application/x-csh ",'Dvi '=> "application/x-dvi ",'Hdf' => "application/x-hdf ",'NC '=> "application/x-netcdf ",'Cdf' => "application/x-netcdf ",'Latex '=> "application/x-latex ",'Ts' => "appli

PHP MIME type array

This array contains common MIME types, and if you need to do a file download, you can view the file extension from this array to determine if you can download $mime _types = Array ("323" = "text/h323", "Acx" = "Application/internet-property-stream", "AI" = "Application/postscript", "AIF" = "Audio/x-aiff", "AIFC" = "Audio/x-aiff", "AIFF" = "Audio/x-aiff", "ASF" = "video/x-ms-asf", "ASR" = "video/x-ms-asf", "ASX" = "video/x-ms-asf", "Au" = "a

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