Anto Nivin Maria Antony
Doctoral Researcher - Computational Science & AI
Halle
Summary
Scientific Researcher with a strong expertise in deep learning, computational science and data science. Quick learner with a strong track record in developing physics-aware deep learning solutions using Python, TensorFlow, PyTorch and MATLAB. Looking for opportunities to leverage my expertise in AI and computational science to solve real, complex engineering problems.
Overview
7
7
years of professional experience
9
9
years of post-secondary education
3
3
Languages
Work History
Doctoral Researcher - Computational Science & AI
Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)
09.2021 - Current
- Investigated numerical methods to approximate linear elasticity PDE simulating the embryonic seed development in MATLAB.
- Investigating efficient mathematical modeling of data driven physics based simulation of , handling different geometry and boundary conditions using deep learning.
- Processing of raw data and performing data analysis and data visualization in Python.
Project Engineer - AI & Computer Vision
VisAI Labs by E-Con Systems
03.2021 - 08.2021
- Expertise in developing object detection models, including YOLO and MobileNet SSD architectures.
- Application software development with C++.
Research Associate - AI & Computer Vision
Cogniable IIT Delhi
10.2020 - 02.2021
- Development of video classification framework with deep learning using 3D Convolutional Neural Networks (3D CNN) for early detection of autism spectrum disorder in children.
- Implemented a full pipeline for creating the data for video classification from raw videos and timestamps from XML files.
Control System Software Engineer
Vestas Technology R&D
08.2018 - 01.2020
- Application software development for different systems in wind turbines using C++ like switchgear, generator, etc.
- Processing a large amount of operational data using SQL and exploratory data analysis.
- Experienced with GitLab version control and Agile methodologies (Scrum).
Education
Ph.D. - Computational Science & AI
Otto Von Guericke University Magdeburg - Institute For Analysis And Numerics
09.2021 - Current
M.S. - Advanced Control & Systems Engineering
University of Sheffield
09.2016 - 11.2017
B.E. - Electronics and Communications Engineering
Loyola-ICAM College of Engineering And Technology
08.2012 - 05.2016
Skills
AI
Applied Mathematics
Physics-aware deep learning
Data analytics
GenAI - Diffusion models
Cloud Computing
MLOps
Project Management
Microsoft Azure
Amazon AWS S3
Docker
Jenkins
Jira
Git
ML Frameworks
TensorFlow
JAX
PyTorch
OpenCV
Scikit-learn
Programming
Python
C
C
MATLAB/Simulink
SQL
Scientific writing
Advanced data analysis
Intellectual curiosity
Personal Information
- Date of Birth: 10/13/94
- Nationality: Indian
Publications
- Contactless determination of continuum displacement and mechanical compressibility from image series using a deep learning-based framework., Maria Antony, A.N., Richter, T., and Gladilin, E., Engineering Applications of Artificial Intelligence, Under Review, 2025
- Linel2D-Net: A deep learning approach to solving 2D linear elastic boundary value problems on image domains., Maria Antony, A.N., Narisetti, N., and Gladilin, E., Iscience, 27, 4, 2024
- FDM data driven U-Net as a 2D Laplace PINN solver., Maria Antony, A.N., Narisetti, N., and Gladilin, E., Scientific Reports, 13, 1, 9116, 2023
Google Scholar
Link
Timeline
Doctoral Researcher - Computational Science & AI
Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)
09.2021 - Current
Ph.D. - Computational Science & AI
Otto Von Guericke University Magdeburg - Institute For Analysis And Numerics
09.2021 - Current
Project Engineer - AI & Computer Vision
VisAI Labs by E-Con Systems
03.2021 - 08.2021
Research Associate - AI & Computer Vision
Cogniable IIT Delhi
10.2020 - 02.2021
Control System Software Engineer
Vestas Technology R&D
08.2018 - 01.2020
M.S. - Advanced Control & Systems Engineering
University of Sheffield
09.2016 - 11.2017
B.E. - Electronics and Communications Engineering
Loyola-ICAM College of Engineering And Technology
08.2012 - 05.2016