Kernel Function In this post, We'll know what exactly is kernel function. Kernel Function is used to transform n - dimensional input to m- dimensional input , where m is much higher than n then find the dot product in higher dimensional efficiently.It also helps sometimes to do calculation easily in infinite dimensional space without going to infinite dimensions. Mathematical definition : K(x, y) = <f(x), f(y)> . Here K is the kernel function, x, y are n dimensional inputs. f is a map from n-dimension to m-dimension space. < x,y> denotes the dot product. usually m is much larger than n. Intuition : Normally calculating <f(x), f(y)> requires us to calculate f(x), f(y) first, and then do the dot product. These two computation steps can be quite expensive as they involve manipulations in m dimensional space, where m can be a large number. But after all the trouble of going to the high dimensional space, the result of the dot product is really a scala
Steganography | Method to hide a file in another file | Transferring data secretly (Windows And Linux)
Steganography Steganography is the technique of hiding secret data within an ordinary, non-secret, file or message in order to avoid detection; the secret data is then extracted at its destination. The use of steganography can be combined with encryption as an extra step for hiding or protecting data.( First Definition of Google Search ) The Basic idea behind Steganography is to combine the binary code of two files and put it into a single file. Suppose we have two files: 1.Any Image File (Let's name it 'name.jpg') 2.Compress your file to zip format: Let's Name it 'compressed.zip' Now to put both file in single image 'name.jpg' , we will combine the binary code of both the files. To do this: 1. Linux: 1.Open Terminal 2.change your working directory to the directory where both files are 3.Run following command cat name.jpg compressed.zip > secret.jpg 4.A new file result.png will have created 5.unzi