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Accurate tumor extraction is a critical task in the case of brain tumor due to the complex structure of the brain. Segmentation is an important process to extract suspicious region from complex medical images. Automatic detection of brain tumor through MRI can provide valuable outlook and accuracy of earlier brain tumor detection. This book focuses on how one can provide optimal cluster from MRI Images using Machine Learning Techniques with example data sets.