Pramodh Gopalan

Pramodh Gopalan

Sophomore Student at IITK

Indian Institute of Technology, Kanpur

Biography

I am a sophomore at Indian Institute of Technology, Kanpur majoring in Computer Science and Engineering. My main research interests lie in Analyzing the robustness properties of Machine Learning models and using them to create more robust and explainable models. More specifically, I aim to use adversarial attacks to explain why Neural Networks learn differently from humans, and then construct more explainable models.

I am also interested in learning theory and optimization, because they might yield better insights into why ML models learn non-robust features, and how they can be fixed. Unfortunately, I am working on procuring weaponry (read as taking mathy classes) to be able to attack the problem.

I am fiercely passionate about the Julia Language and it's ecosystem, the Neovim text editor, and the Pop!_OS linux distribution. I assure you that any programming related conversation with me will be inevitably steered towards one of the above three topics, wherein I'd try my best to convince you to try atleast one of the three.

In my free time, I like to read fiction/fantasy books, listen to EDM music, sing Carnatic vocal music, play football/badminton and have deep philosophical conversations! Do contact me if you wanna play(music/games) sometime!


Download my resumé.

Interests

  • Adversarial Machine Learning
  • Explainable Machine Learning
  • Optimization
  • Learning Theory

Education

  • B.Tech in Computer Science and Engineering, 2023(Expected)

    Indian Institute of Technology, Kanpur

Skills

Julia

Pytorch

Machine Learning

Experience

 
 
 
 
 

Research Assistant

Vireshwar Kumar, IIT Delhi

Jan 2017 – Present Kanpur

  • Examined the usage of Adversarial Attacks on UAVs.

  • Read Literature on Adversarial ML; Implemented attacks and defenses.

 
 
 
 
 

Secretary, Programming Club

Indian Institute of Technology, Kanpur

April 2020 – April 2021 India

  • Conduct hackathons.

  • Deliver talks on selected topics.

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