About Me

Hi! My name is Sid, I am a first-year MPhil/PhD candidate under the supervision of Prof. Till BretschneiderLink opens in a new window within The Zeeman Institute for Systems Biology & Infectious Disease Epidemiology Research (SBIDER)Link opens in a new window and the Centre for Mechanochemical Cell BiologyLink opens in a new window.

Research Interests

My research focuses on deep generative models to augment 3D bio-image training data, specifically investigating algorithms to balance training datasets to improve performance on downstream models trained on these 'augmented' datasets.

Keywords: deep generative models, cellular image synthesis, segmentation, classification, data augmentation

Education

• PhD Candidate, University of Warwick - Sep 2024 - Present
• MSc (Distinction) in Advanced Computing, Imperial College London - Sep 2023 - Sep 2024
  • Thesis: Physics-Informed Factor Graphs for Learning in Complex Dynamical Systems
• BSc (First Class Honours) in Computer Science, University of Warwick - Sep 2020 - July 2023
  
  • Thesis: Augmentation of Cellular Images using Conditional Generative Adversarial Networks

Teaching

Alongside my research, I have also been a Graduate Teaching assistant for the following modules:

2024/2025:

• Term 1 - CS260 Algorithms

Contact

Email:

siddharth <dot> srivastava <at> warwick <dot> ac <dot> uk

Room:

MB5.28 Mathematical Sciences Building