I am currently part of the Solution Architecture and Engineering team at NVIDIA where I focus on Optimizing Deep Learning Training and Inference workflows within Healthcare. I have a PhD in Biomedical Engineering with expertise in medical imaging, machine/deep learning, computer vision techniques, image and time-series analysis.
Updates
2021
October
- Paper titled Federated learning for predicting clinical outcomes in patients with COVID-19 published in Nature Medicine.
September
- Paper titled The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation published & presented at MICCAI conference.
April
- Paper titled Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data accepted for publication at Nature Scientific Reports.
2020
August
- Presented a follow-up webinar on Inference Optimization. Talk was titled Deeper Dive into TensorRT and TRITON. I demo the usage of these tools and how you can use them to integrate into your application(s). The codes/notebooks used are available in this repo.
May
- Worked on Quickstart guide for Clara Train SDK in a Highly available and scalable configuration on AWS cloud. Try it out and get going with Clara! Work done in collaboration with the fantastic AWS team!
- Checkout this great webinar for more info!
March
- Recorded a talk for GTC 2020 titled Practical Guidelines for Optimizing and Accurate Sizing of Medical Imaging Workflows. Experiments performed in collaboration with Christopher Bridge from CCDS.
- Lots of amazing content available as part of digital GTC. Do check it out!
February
- Presented webinar titled Inference Optimization with TensorRT and TRTIS. Available on demand along as part of our continuing Healthcare on Tap series .
January
- Paper titled Detecting cognitive impairment in HIV-infected individuals using mutual connectivity analysis of resting state functional MRI accepted for publication at Journal of NeuroVirology.
2019
April
- I moved to the Greater NY area
- I started my new job @NVIDIA
- I successfully defended my PhD thesis in Biomedical Engineering.
- All of this happened roughly the same week! Busy month!