Aditya Parameshwaran

Aditya Parameshwaran

PhD. Candidate

I2R Lab, Clemson University

Biography

Hello there. I am a PhD candidate in the Mechanical Engineering department at Clemson University. My areas of interest lie in Formal Methods, Deep Learning, and Autonomous Controls. I particularly focus on verifying Deep Learning models for safety, robustness, and fairness. I conduct quantitative analysis of the verification results and develop tools to ensure safety for autonomous applications such as mobile robots and vehicles. I am seeking internship roles starting in the Summer of 2024 in robotics and autonomous vehicles. My skills can be translated to mathematical models and their analysis as well.

Interests
  • Robotics
  • Deep Learning
  • Control Theory
Education
  • PhD. in Mechanical Engineering

    Clemson University, SC

  • M.S. in Mechanical Engineering

    Purdue University, IN

  • B.Eng in Mechanical Engineering

    University of Pune, India

Skills

Python
Deep Learning
Controls
C++

Experience

 
 
 
 
 
Graduate Research Assistant
January 2022 – Present Clemson, South Carolina

Responsibilities include:

  • Operating with ROS and C++ to develop autonomous navigation algorithms for off-road ground robots.
  • Developed 3D semantically segmented maps with LiDAR and camera sensor data using Python and PyTorch.
  • Led the Perception team of 4 while collaborating with multiple research teams to accomplish project objectives.

Projects

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Autonomous Rail-Bot for Data Collection

Autonomous Rail-Bot for Data Collection

Build an autonomous bot from the ground up, that runs on railway tracks to collect telemetric and perception data.

Autonomous RC Car using Deep Learning

Autonomous RC Car using Deep Learning

Developing an autonomous RC car that uses PID control navigate around a track, combined with a Convolution Neural Network to detect road signs.

Certifi­cations

Reinforcement Learning Beginner to Master - AI in Python
See certificate
The Complete Self-Driving Car Course
Applied Deep Learning and Behavioral Cloning
See certificate
Coursera
Control of Mobile Robots
See certificate

Contact

Please feel free to leave me a message as needed. Thank you for visiting my website.