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The real world challenge of individuals to communicate between each other is the language barrier. Most of the languages in India are low‐resource ones. People in India use different languages for communication. Various research were carried out by translating the source languages to target language through devices. The technologies used are automatic speech recognition and machine translation (MT) system. There are multiple machine translator devices available in the market and shows considerable performance for high resource languages (HRL). But very few devices are available in use for low‐resource languages (LRL). The primary drawback in LRL are the lack of annotated dataset, complex grammar‐based system, missing deep analysis, and low production quality. This chapter develops an automatic MT system for LRL by boosting the dataset, improving the quality …