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Compression of an image to reduce file size (in Kb) is usually "lossy" and is not advised for featured pictures. Image compression will reduce download times and save disk space, but it does so at the expense of fine detail and overall image quality. If in doubt, when saving JPEG files, always select the "maximum" quality setting.
Image compression is a type of data compression applied to digital images, to reduce their cost for storage or transmission. Algorithms may take advantage of visual perception and the statistical properties of image data to provide superior results compared with generic data compression methods which are used for other digital data.
This template should be added to the oversized file. Files tagged with this template are placed in the Category:Wikipedia non-free file size reduction requests. Once an oversized file has been replaced by a reduced version, it should be tagged with {{subst:orphaned non-free revisions}}. For non-free audio-file, add {{Non-free reduce|type=audio}}
This category is for high-resolution images or other large files currently tagged as "fair use" which should be reduced to a smaller sample. There are currently 15 items awaiting processing. To add a file to this category, add {{Non-free reduce}} to the file's description page.
Data compression aims to reduce the size of data files, enhancing storage efficiency and speeding up data transmission. K-means clustering, an unsupervised machine learning algorithm, is employed to partition a dataset into a specified number of clusters, k, each represented by the centroid of its points.
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