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Artificial intelligence (AI) involves creating systems that exhibit human-like intelligence. Machine learning (ML), a branch of AI, concentrates on designing algorithms that automatically improve through experience without direct programming intervention.
This field investigates methods for developing predictive models and making decisions based on data patterns. As a fast-growing computer science discipline, most CSE researchers integrate ML techniques into their work.
CSE's AI/ML research encompasses core areas like deep neural networks, statistical modeling, big data analysis, adaptive learning systems, and AI applications in scientific fields. The department pursues diverse implementations, from conventional tasks like speech and image processing to innovative applications such as pandemic prediction, medical diagnostics, cybersecurity, material science, ethical AI development, social problem-solving frameworks, and modeling complex system behaviors.