Language is the only way to transmit with the community from different extent. To be able to clearly convey our message to another person we need to have a good hold of their language, in the modern days, this barrier of language can be reduced or even eliminated by using a text translator. This Ancient Text Translator can be helpful in the following conditions- To collect and analyze the ancient script images available in the palm leaf literature format,To pre-process i.e by removing the stop word, various punctuations and finally converting all the upper case into lower case, To translate the recognizable script using vectorization and Long Short Term Memory (LSTM) modeling into a current recognizable format i.e English,To verify and validate (V&V) the developed ancient script text translation system by performing comparative analysis with the various existing system. When we visit any monument and encounter any guide stone or memorial stone having engraved text of ancient language. When we’re reading any piece of work of that language.The main aim is for translating the provided ancient scripts to the desired language i.e ‘English’,For this, we would require a text mapping from that language to the target language.

LSTM, V&V, Memorial Stone, Palm Leaf literature format, Text mapping