Pattern Recognition and Machine Learning - Book by Christopher M. Bishop
Bishop’s seminal book provides a thorough introduction to statistical pattern recognition and machine learning, focusing on probabilistic models and inference techniques. It combines theory with practical examples, covering topics like Bayesian networks, support vector machines, and neural networks. Amazon
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