Hello, I’m Shreyas!

Hello! I have shifted to a new webpage! I am an Undergraduate pursuing Electronics and Biology at BITS Pilani, Goa. I am intrigued by the application of Artificial Intelligence in health, biological systems and their impact in society. Currently, I am exploring deep learning with a focus on Computer Vision and perception. I am also a part of the Society for Artificial Intelligence and Deep Learning(SAiDL) where I actively contribute to open-source projects. In my leisure, I read books(mostly non-fiction), play chess or basketball. If any of these topics interests you, feel free to contact me!

Research Interests

  • Natural Language Processing
  • Computer Vision
  • Causal Inference
  • Computational Neuroscience
  • Computational Biology
  • Reinforcement Learning

Projects

  • Hospital Routing Problem using ACO algorithm
    Worked on finding the optimal path from a source to an end point using Multi Ant Colony System for Vehicle Routing Problem using Time Windows and Ant Colony Optimization algorithms. Implemented the algorithms to deliver all the patients to closest hospitals for each time step.

  • Compact Transformers-Paper implementation
    Implemented the paper 'Escaping The Big Data Paradigm With Compact Transformers' by Ali Hassani et al. which uses convolutions for tokenizing the input. Experimented further by using MLP-mixer and using different positional embeddings

  • Tracking Autonomous Vehicles Using Vehicle Re-identification
    Used Semantics-guided Part Attention Network to track vehicles on nuScenes Autonomous Dataset by re-identifying the vehicle from one camera view to another camera view which can be applied in sequential images or videos.

Experience

June 2021 - Sept 2021

Research Intern

•Part of team at Visual Learning and Intelligence Lab(VIGIL) working on Vehicle re-identification problem.

Supervisor: Dr. C Krishna Mohan
May 2021 - July 2021

Data Science Intern

•Measured engagement of students by analysing their data on Virtual Learning Environment(VLE)

•Predicted risk of students dropping out based on various paramters and features

Supervisor: Dr. Ashutosh Bhatia
Jan 2021 - May 2021

Student Researcher

•Understood methodologies and algorithms to solve Hospital Routing Problem using Vehicle Routing Problem with Time Windows - Ant Colony System and Graph Theory.

Supervisor: Dr. Sumit Biswas

Updates