Faculty

Deep Learning for Sound Classification, Adversarial Attacks, Knowledge Distillation, Multi-modal Learning, Audio-Visual Question Answering, Audio-Visual Scene Classification.

Pattern Recognition, Kernel Methods for Pattern Analysis, Machine Learning and Deep Learning, Speech Technology, Computer Vision

Hardware Performance analysis, Efficient deployment of Edge-AI applications on Heterogeneous Multi-processor Platforms (HMPSoCs) and security aspects of AI applications in safety critical systems.

Deep learning, machine learning, Natural Language Processing, Sanskrit Computational Linguistics

Cyber Physical Systems, Data Science and Cyber Security in Smart Grids, Applied Machine Learning.

Natural Language Understanding, Sentiment Analysis, Machine Translation, Information Management, Data Mining

5G Terrestrial Networks, Convergence of wired and wireless technologies, Optical networks design, analysis, and optimization, Communication networks reliability

Parallel Computing, Scientific Computing, Programming Languages

Reinforcement Learning

Computer Architecture, Runtime Verification, Trusted Systems

Theoretical Computer Science, Concurrency, Automata Theory and Logic in Computer Science, Petri nets: connections with product systems, expressions, Modelling and analysis of timed, concurrent systems using Petri nets, Formal verification of Timed systems

Algorithms, Graph Theory

5G and Beyond, Data Driven Networking, Blockchains

Software defined networking;, Data center network architectures;, Network function virtualization;, Network Migration;, High-speed networks

Machine Learning / Deep Learning for Computer Vision, Data Science, Generative AI, Multiobjective Evolutionary Computation, Quantum-Inspired Optimization

Wireless Communication Networks such as 4G and 5G Networks, Internet of Things Network, Vehicular Networks, Applied Machine Learning in Communication Networks