With the rapid growth of social media, the quantity of images being uploaded to the internet is exploding. Very huge quantities of pictures are shared through multi-platform services/social media such as Snapchats, Instagram, Facebook & what`s App. Recent studies estimate that over 1.8 billion photos are being uploaded every day. To handle this large amount of data, various classification techniques are used. In this paper, to report on that various classification techniques used for Large-scale Image data. The key benefits of using this classification to boost in time efficiency without compromising the result performance.