Manan Davawala

Experience

• 

  Eamvey

  Jun 2021 - Jul 2021

  Data Science Intern
• 

  Bhaskaracharya Institute For Space Applications and Geo-Informatics

  Jun 2022 - Aug 2022

  ML Research Intern

  * Developed a novel adversarial embedding technique for image steganography using CNN-based GANs* Achieved an accuracy of 99% and created an interactive GUI using PyQt5 to make the model accessible to the users

• 

  Data Science Club, Nirma University

  Jul 2022 - May 2023

  Founding Member

  Delivered multiple lectures in the domain of Data Science and Machine Learning.The club is part of the Centre of Excellence in Data Science, formed by the Institute ofTechnology, Nirma University in collaboration with the State University of New York at Binghamton. The club aims to educate and encourage students towards the field of Data Science and related domains.

• 

  Thomas J. Watson College of Engineering and Applied Science, Binghamton University

  Jul 2022 - Feb 2023

  Research Intern

  * Implemented a Bidirectional LSTM model for prediction of epitope used in antibody-based vaccine development* Improved the prediction accuracy from 72% to 87% by employing SMOTE and self-attention mechanism

• 

  Cactus Communications

  Jan 2023 - Jul 2023

  Machine Learning Intern

  * $40,000 in cost savings achieved through integration of an ML model tracking service into the MLOps framework* Created automation scripts to facilitate seamless migration of the existing database to our S3 infrastructure* Expanded the framework by introducing EC2 support and engineered a PyPi package for streamlined deployment

• 

  Rutgers University–New Brunswick

  Jan 2024 - May 2024

  Computer Science Grader

  Grader for course 16:198:512 under Prof. James Abello