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Machine learning is a powerful tool that enables computers to learn from data without being explicitly programmed. It has revolutionized the way we approach complex data problems, from natural language processing to image recognition to recommendation systems. However, machine learning algorithms are built on a foundation of statistical theory and techniques. In this article, we will explore machine learning statistics and its importance in the field of machine learning. What is Machine Learning Statistics? Machine learning statistics is the study of statistical theory and techniques applied to machine learning problems. It involves understanding the underlying probability distributions of data, the theory of estimation and hypothesis testing, and the modeling of uncertainty in machine learning algorithms. Machine Learning Classes in Pune: http://ghcc.vforums.co.uk/visitors/2240/why-is-it-necessary-to-master-in-machine-learning