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What do you do with Data Science?

My research interests lie in Neuromorphic Computing: Energy-efficient design methodologies for Deep Learning, Novel learning algorithms for Spiking Neural Networks, Explainability and Robustness for Spiking Neural Networks, Developing emerging non-volatile memory-/ CMOS-based neural architectures for new computing scenarios (such as Adversarial Robustness, Lifelong/Continual Learning, Federated Learning, Stochastic Optimization etc.). My interest in data science is to see if we can use grounded theories to develop energy efficient algorithm-hardware co-design solutions.

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