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This book is designed to serve as a textbook for Computer Science and Engineering. This books gives the fundamental concepts of fire detection and how Machine learning can be applied for the fire Detection. It gives thoroughly overview idea about machine learning and practically how we can implement various machine learning algorithm for fire detection. All the implementation is described step by step. It gives the description about the used dataset, platform used to execute the work and the performance of machine learning algorithm for fire detection.