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This paper explores emerging trends and future directions of AI, ML, and DL in higher education, emphasizing human-centered and explainable AI, adaptive and inclusive learning environments, AI-supported faculty development, and the integration of AI with complementary technologies such as the Internet of Things, extended reality, and blockchain.