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Similarity checking is one of the important task and it requires proper knowledge of computer algorithms. Variety of algorithms are available, we have introduced an approach in terms of its use in real life scenario.Similarity learning is an area of supervised machine learning in artificial intelligence. Text similarity algorithm based on semantic vector space model. I hope this book will be helpful for those working in this direction.