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Education

  • 2024 - 2026
    M.Tech in Signal Processing
    Indian Institute of Science (IISc), Bengaluru
    • {"Current CGPA"=>"8.2 (at the end of 2nd semester)"}
  • 2020 - 2024
    B.Tech in Electronics and Telecommunication Engineering
    Indian Institute of Engineering Science and Technology (IIEST), Shibpur
    • {"CGPA"=>9.13}

Research Interests

  • Continual Learning
    • Exploring knowledge retention in evolving systems and federated learning in real-time low-latency applications. Making a model learn while not forgetting previous knowledge is a challenging problem in ML. With the advent of VLMs, a new avenue in this domain has opened up.
  • Computer Vision
    • Interested in video/image processing, denoising, enhancement, and detection pipelines.
  • Neuroscience
    • Application of EEG signal analysis and functional connectivity to understand brain behavior during breathing patterns.

Research Experience

  • May 2023 – Aug 2023
    Graduate Research Intern (GRI)
    MITACS Globalink, Université de Moncton, Canada
    • Worked on subject identification using behavioral cues from IoT data (acceleration and magnetic sensors).
    • Implemented time-series classification and federated learning achieving 98.04% accuracy within 0.06 ms.
    • Resulted in IEEE ICC 2024 paper presentation.
  • May 2022 – July 2022
    Research Intern (SRFP)
    MILE Lab, Department of Electrical Engineering, IISc, Bengaluru
    • Analyzed EEG data for inhalation/exhalation cycles using MNE Python and Brainconn.
    • Applied functional connectivity and graph theory metrics for binary classification (99.08% accuracy).
    • Resulted in best paper award at IEEE CONECCT 2023.
  • Aug 2023 – May 2024
    Undergraduate Thesis
    IIEST, Shibpur
    • Developed a Brain-Computer Interface (BCI) speller using P300 signals from a public EEG dataset.

Honors and Awards

  • 2024
    • GAABESU Research Excellence Award
    • Ranked 204 in GATE 2024 (DA stream); IISc admission offer
    • Selected for Erasmus Mundus Neurodata - Brain and Data Science MS Program
  • 2023
    • Scored 325 in GRE General Test and 115 in TOEFL iBT test
    • Selected as a MITACS Globalink Research Intern
    • Qualified GATE ECE 2023
  • 2022
    • Selected for Indian Academy of Science SRFP
  • 2020
    • Secured 98.76 percentile in JEE Mains, qualified JEE Advanced