Dr. S. Pradeep

I am a mathematician with a penchant for the intricacies of Dynamical Systems and their connection with Artificial Intelligence. My primary affiliation is with the Machine Intelligence Lab, Department of CSE, IIT Roorkee; where I currently serve as a Post Doctoral Researcher & Principal Investigator, specializing in Dynamical Systems and Machine Learning. My current research on Geometric Deep Learning is supported by the National Post Doctoral Fellowship (N-PDF) from Science and Engineering Research Board (SERB), under the mentorship of Prof. R. Balasubramanian.

Before this, I've had an enriching period of research at IIT Delhi, where I dived deep into the world of Dynamical Systems & Riemannian Geometry, mentored by Prof. A. Nagar. My achievements during this time were recognized with the SPM fellowship from Council of Scientific and Industrial Research (CSIR), an accolade given to up to two national toppers annually. I earned my doctorate and masters in Mathematics from IIT Delhi, and undergrad. degree in Data Science from IIT Madras. My proficiencies extend to ambidexterity, application development, financial analysis, mathematical rigour, dexterous touch typing, and adroit trading. On a more personal note, I have a fondness for bicycling, literature, and soccer.

Resume, CV

Academics
PhD (Symbolic Dynamics)
SPM Award, Thesis
IIT Delhi
MS (Pure Mathematics)
Magna Cum Laude, Thesis
IIT Delhi
BS (Data Science)
Summa Cum Laude, Projects
IIT Madras
ICSE
Summa Cum Laude
St. Joseph's Convent

Research
Post Doctoral Researcher & Principal Investigator
IIT Roorkee
Geometric Deep Learning, Neuro-symbolic AI & Dynamical Systems
N-PDF from SERB, Department of Science and Technology (April 2024 - present)
Post Doctoral Researcher & Principal Investigator
IIT Roorkee
Geometric Deep Learning & Dynamical Systems
National Board of Higher Mathematics (NBHM) fellowship from DAE (Oct. 2022 - March 2024)
Doctoral Researcher
IIT Delhi
Dynamical Systems & Riemannian Geometry
SPM fellowship from CSIR (July 2017 - Sept. 2022)
Accolades
All India Rank 1
IIT GATE 2020
All India Rank 1
IIT JAM 2015
All India Rank 1
CSIR NET 2019
NBHM Masters Fellowship
Department of Atomic Energy, 2016
NBHM Doctoral Fellowship
Department of Atomic Energy, 2018
NBHM Post Doctoral Fellowship
Department of Atomic Energy, 2022
SPM Doctoral Fellowship
Council of Scientific and Industrial Research, 2019
Institute Doctoral Fellowship
IIT Delhi, 2017
Academic Excellence Award
Walmart, 2023
National Post Doctoral Fellowship
SERB, Department of Science and Technology, 2024




Works
Finiteness in Polygonal Billiards on Hyperbolic Plane
P. Singh and A. Nagar
Topological Methods in Nonlinear Analysis, vol. 58, no. 2, pp. 481–520, December 2021
doi:10.12775/TMNA.2021.003

Bratteli-Vershikizability of Polygonal Billiards on the Hyperbolic Plane
P. Singh and A. Nagar
Journal of the Australian Mathematical Society, Cambridge University Press, 2023:1-20.
doi:10.1017/S1446788723000174

Coding Of Billiards In Hyperbolic 3-Space
P. Singh
Journal of Nonlinear Science, Springer Nature (under review)
doi:10.48550/arXiv.2009.14427

Integrating Physiological Signals with Dynamical Attention Networks for Personality Trait Analysis
D. Kumar, P. Singh, Richa, K.B. Nampalle, and R. Balasubramanian
International Joint Conference on Neural Networks (IJCNN) 2024




Misc.
Bits and Bots
P. Singh
ISBN: 9798868134708


References for Geometric Deep Learning
Grids, Groups, Graphs, Geodesics, and Gauges
Towards Geometric Deep Learning
Brief Introduction

Machine Intelligence Lab
Department of Computer Science and Engineering
IIT Roorkee