Photo by Lucas Benjamin on Unsplash Data is a collection of facts and figures, observations, or descriptions of things in an unorganized or organized form. Data can exist as images, words, numbers, characters, videos, audios, and etcetera. What is data preprocessing To analyze our data and extract the insights out of it, it is necessary to process the data before we start building up our machine learning model i.e. we need to convert our data in the form which our model can understand. Since the machines cannot understand data in the form of images, audios, etc. Data is processed in the form (an efficient format) that it can be easily interpreted by the algorithm and produce the required output accurately. The data we use in the real world is not perfect and it is incomplete, inconsistent (with outliers and noisy values), and in an unstructured form. Preprocessing the raw data helps to organize, scaling, clean (remove outliers), standardize i.e. simplifying it to feed the data to the m
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