Experience

My journey in academia and the tech industry so far.

SAIL, KAIST

Research Assistant

Aug 2023 - Jun 2024 · Daejeon, South Korea (Remote)

Supervised by Prof. Jaesik Choi and Research Prof. Nari Kim

Tasks

Enhanced efficacy by leveraging dependency parser-based syntactic units, resulting in 7% increase in metric scores.
Evaluated LIME, SHAP, IG, LRP and Attention on text classification models for Plug and Play XAI project.
Developed a pipeline to provide the best explainer algorithm for particular text-based models to build trustworthiness.

Adobe

Research Intern

Jun 2022 - Aug 2022 · Bengaluru, India (Remote)

Supervised by Kuldeep Kulkarni and Gaurav Sinha

Tasks

Implemented fixed-precision and mixed-precision Quantization-Aware Training algorithms for Generative Adversarial Networks to optimize on model size and performance in PyTorch.
Analyzed layer-wise sensitivity of StyleGAN2 by estimating average Hessian matrix trace via Hutchinson algorithm.
Achieved a high compression ratio of about 6.5 times with negligible degradation in FID score as compared to the original model.