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This book is about Implementation of Machine Learning Algorithms for efficient Brain Tumor Detection. In the introduction, we will discuss about different image segmentation methods. Next,we will analyze different machine learning algorithms for brain tumor detection. Then, we did extensive literature review on existing methods. In following chapters, we discussed about three methods which are extensions of existing machine learning methods, but provide better better detection of tumors in brain. All corresponding results of each method is tabulated and discussed.