Arthur Samuel's 1959 checkers paper and machine learning

Arthur Samuel’s 1959 paper, “Some Studies in Machine Learning Using the Game of Checkers,” published in the IBM Journal of Research and Development, described a checkers program that improved its own play through experience, including by playing against itself. The paper is widely credited as the source of the term “machine learning.”

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Last verified June 6, 2026