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India is a country where 15% of the total differently abled population includes people suffering from hearing ailments. To work towards a more inclusive society, technology can be leveraged to deal with the communication barriers faced by them and provide innovative ideas to resolve those issue. This book shows how we have trained the model to detect the alphabets, digits and words that can be accurately classifies by the model and hence reducing the communication barrier with the differently abled people.