PhD Candidate and Postdoc Talent Portal

My research centers on Efficient Deep Learning. I develop methods to accelerate genrative models like LLMs, MLLMs, and Diffusion Models.

Structured illumination microscopy (SIM), optical system design, fluorescence and phase-based imaging, computational imaging, photonics,and biomedical

Air Quality, Atmospheric Modeling, Air Pollutant & GHG interactions, Plume Rise Modeling, HPC, Anthropogenic Emissions Analysis

Analog Computing, Ultra-low-power Analog Design, Mixed-Signal IC Design, PLLs, ADC/DAC, Digital Design, Regulators & Energy Harvesting Circuits

Terahertz Communications, Modulation and Coding, Multiple-Input Multiple-Output, Channel Measurement and Modeling

Multi-agent RL, Deep Learning, Time-series models, Anomaly Detection, Multi-modal Sensor Fusion, Manufacturing Quality Control, Python/PyTorch, LLMs

Terahertz (THz) & 6G Wireless Systems, Spectrum Sharing, Atmospheric Propagation, Physical Layer Algorithms, Graphene Plasmonics

Neurovascular coupling, cortical metabolism, and modeling of oxygen dynamics to understand and prevent vascular failure in neurodegeneration

Polymer composites, carbon-based materials, thermal analysis, process modeling, structure–property relationship, materials characterization

Scientific AI, Generative AI, Rheology, Physics-Informed machine learning

FPGAs in the cloud and on edge devices,
FPGA-based Machine Learning Accelerators,
FPGA and ML Applications in robotics, medical devices, etc.

Oncology, Immunology, Research and Development, Device Fabrication, CAD Modeling, Biomaterials, Synthetic and natural polymers, Optics

analog integrated circuit design, power management, application specific integrated circuits, mixed signal, integrated circuit layout

Coastal and estuarine modeling of waves, sediment, and morphology under storms to enhance resilient and sustainable shoreline management.

Network Science, Multi-agent Systems, Human Behavior, Computaional Social Science, Agentic AI, LLMs, Game Theory, AI Agents

Computer vision, 3D computer vision, novel view synthesis, 3D reconstruction, diffusion models, generative modeling, robustness

Computational brain modeling, injury biomechanics, high-strain-rate mechanics, protective equipment design, scientific software development

Biomedical Engineering, Biomechanics, Medical Device, MRI, Brain Research, Cerebrospinal Fluid, Ultrasound, Neuroimaging, Neuroscience, Consultant, ML

Materials Science and Engineering, Additive Manufacturing, Magnetic Materials, Metals, Ceramics, Polymers, Materials Characterization, Data Analytics

Polymer science, chemistry, recycling, sustainability

High-speed, low-power Analog, RF & Mixed-Signal IC design; PLLs, LNAs, PAs, ADC/DACs, regulators, and energy harvesting circuits.

Molecular dynamics, Drug discovery, Computational Biology, AI in drug discovery, Machine learning

Hydroclimatic extremes, Climate networks, Flood modeling, Traffic modeling, geospatial analysis, time-series forecasting, critical infrastructure risk

biosensors, tattoo electrodes, OECTs, EGOFETs, printed organic electronics, physiological signal extraction, microfabrication, bioelectronics

robotics, mechanics, materials, artificial intelligence, ML, auxetics, gaussian process regression, chemistry, RF, antennas, moulding, machining

Medical Imaging, Cancer diagnostics, medical devices, bioinformatics,consulting, biotechnology investment banking

RF systems, PCB design, Computational electromagnetics, Hybrid magnonics, Integrated photonics, Quantum sensing and communication, Lab automation

Coding theory, number theory, combinatorics

cell and molecular biology, genetics, genetic engineering, biochemistry, proteomics, imaging, biotechnology, immunology, oncology, drug development

Digital twins, O-RAN, AI/ML, deep learning, channel modeling, PHY/MAC layer protocols, signal processing, MIMO, 5G/6G networks

DC/DC & DC/AC converters, grid integration of renewables & utility-scale battery, modular multilevel converters, grid-tied inverter technologies.

Machine Learning, Computer Vision, ML for Healthcare, Generative AI

Drinking Water, Water Treatment, Private Wells, Disinfection By-Products, Geospatial Analysis, Equity

Risk & resilience, geospatial statistics, time series forecasting, complex networks/systems, optimization, AI/ML, algorithm design, data visualization

RF machine learning, AI/ML, deep learning, signal processing, radar, PHY layer

machine learning, federated learning, mixed Reality, indoor localization, and multi-agent reinforcement learning

Hardware Security, Power & Microarchitectural Side-channel attacks, DNN/GNN/LLM side channel attacks and secure implementations, TEEs.

Optical activity, Chiral Sensing, Biomedical Optics, Metasurface Design, Photonics Material, Inverse Design, Condensed Matter Physics, Semiconductors