Vivin Vinod
Postdoctoral Researcher in Machine Learning Methods
University of Wuppertal, Germany
I specialize in combining multifidelity data to generate low-cost high-accuracy ML models. In addition I work with active learning strategies that harness uncertainty quantification to reduce dataset redundancies. Application areas include simulating excited states in light harvesting complexes, and molecular potential energy surfaces. With a multi-disciplinary academic background spanning physics, economics, computer science, and quantum chemistry, I aim to explore interdisciplinary workflows bridging the fidelity gaps in sparse data regimes.
This is my webpage that records my research and career. Feel free to look around!
Recent News
News Archive โLoading recent updates...
Research Interests
Machine Learning Method Development
Developing multifidelity methods and active learning sampling schemes to address the cost of training data in sparse data regimes...
Domain Applications
Implementing domain-agnostic multifidelity methods in novel applications such as in quantum chemistry...
Collaboration Brainstormer
I am always keen to collaborate on pushing the frontiers of science together. Want to collaborate? Let AI brainstorm how my methods could accelerate research in your field.
Disclaimer:
Responses are generated by an LLM and are for exploration purposes only.
Please verify accuracy and consult domain literature for research applications.
Popular Exploration Topics
Software Highlights
GitHub Profile โQeMFi
TD-DFT multifidelity dataset of quantum chemical properties of diverse molecules, built to validate and benchmark high-accuracy, low-cost model performance.
MFML-4-QC
Python package to perform numba compiled model-agnostic multifidelity machine learning for quantum chemical application.
Recent Publications
Full Publication List โLoading publications...
Curriculum Vitae
Download Full CVPostdoctoral Researcher
University of Wuppertal | Wuppertal, Germany
Ph.D. in Computer Science
University of Wuppertal & Constructor University Bremen
M.S. in Economics
University of Pisa | Pisa, Italy
B.Sc. (Hons) in Physics
St. Stephen's College, Delhi University | New Delhi, India