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This Special Issue will explore the latest research, application cases, and future trends in machine learning technology in the field of drilling. Intelligent drilling technology based on machine learning is a revolutionary drilling technology that integrates big data, artificial intelligence, information engineering, underground control engineering, and other theories and technologies. This can greatly improve the drilling efficiency and reservoir drilling rate, reduce the drilling cost, and significantly improve the production and recovery rate of complex oil and gas reservoirs.