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Sarcasm is a well-studied phenomenon in the field of linguistics, literature, psychology. It is a sardonic comment coated by humor. It has been used to create inconsistencies and uncertainties in the minds of the listeners while being derisive of them or someone else. The main theme of sarcasm is generally accompanied by a change in tone, body language, and facial expressions during speaking to someone. So it is easier to detect sarcasm in an uttered mode of communication. These indicators are absent at the time when text is specified. Hence, in the case of sentiment analysis or opinion mining, identifying sarcasm from text exhibits an immense challenge to be explored. An automated tool construction for sarcastic pattern identification in the text is favored in this book by employing machine learning, deep learning-based approaches. The foremost objective of this book is to construct computer-aided classification tool that will be devoted to identify sarcasm present in the text which is essentially a complicated task.