1) Led inference benchmarking analysis across multiple generation AMD CPUs to support future Intel product development.

2) Supported code development in the performance projection repository to automate projections for multi-GPU configs and enabled device mapping.

3) Led performance benchmarking and analysis of automotive deep learning models on NVIDIA Jetson AGX Orin across GPU and DLAs.

4) Supported media analytics pipeline testing and benchmarking using NVIDIA Deepstream SDK for end-to-end solutions on NVIDIA GPUs.

Analyzing the deeper layers of various face models (facial recognition, age estimation, etc.) to identify interpretable units in layers that correlate to certain facial concepts that we assemble in our own Face Dictionary with thousands of images. Observing the subtle variations in the representations learned by these models and what parts of the face they focus on.

1) Trained a BERT model to predict masked positional values of ~50% of objects in a slide to generate complete layouts from partial object placements.

2) Developed a variant of LayoutGAN to generate fully formatted and aligned layouts from noisy positional priors of objects.

3) Developed an algorithm to extract objects from a slide and generate visual information flow signatures. Embedded the signatures via PCA and matched them to templates using cosine similarity.

1) Combined FRCNN with custom pose estimation to identify defects in insulators on transmission lines.

2) Developed an image segmentation module for the detection of missing nuts and bolts in transmission towers. Used a classifier to eliminate 90% of the wrong predictions.

3) Trained a customized variant of Google DeepLabs V3+ for segmentation of metal from images of transmission towers for rust detection.

4) Created a safety tool by training a RetinaNet model on construction site images for generating safety alerts in unsafe situations.

5) Created an automated transmission tower detection module for massive GeoTIFF satellite images to identify and geotag towers for future planning and management.