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Breaking Into the ML/AI Research Industry Without a PhD: A Comprehensive Guide. While a PhD can provide certain advantages in the ML/AI research industry, it is not a strict requirement for entry. By leveraging alternative educational paths, gaining practical experience, networking, and continuously learning, individuals can successfully break into this dynamic field.