À propos de Manoj Kumar
Hindi
Bilingue ou natif
Anglais
Capacité professionnelle complète
Français
Capacité professionnelle limitée
Expériences
- University of Lyon 1 / CNRSPostdoctoral Researcher – Computational Neuroscience & Data ScienceRESEARCHmai 2023 - novembre 2025 (2 ans et 6 mois)Lyon, France• • Developed end-to-end Python pipelines for processing multi-channel time-series data: raw signal ingestion, filtering, feature extraction, and ML-based classification using PyTorch and Scikit-learn• • Applied supervised and unsupervised ML methods to classify complex system states from high-dimensional experimental data - analogous to process monitoring in pharmaceutical manufacturing• • Developed and validated neural circuit models using coupled differential equations to reproduce and predict experimentally observed brain oscillation paterns (gamma/beta bursting)• • Co-supervised M2 graduate student; published in
- University of Campania 'Luigi Vanvitelli'Postdoctoral Researcher – Computational NeuroscienceRESEARCHdécembre 2020 - novembre 2022 (1 an et 11 mois)Italy• • Developed computational models and analytical tools for studying complex system dynamics using statistical and numerical methods• • Processed and analysed large-scale datasets to identify paterns and scaling behaviours in high-dimensional systems• • Investigated fluctuation-dissipation relations in neural network models (Wilson-Cowan model); published in E 107, 064307• • Analysed scaling of avalanche shape and activity power spectrum in neuronal networks; published in E 106, 024304
- Nagoya UniversityPostdoctoral Researcher – Simulation & Computational ModellingRESEARCHfévrier 2018 - mai 2019 (1 an et 3 mois)Japan• • Ran and analysed large-scale molecular dynamics simulations using LAMMPS on Linux HPC clusters; developed C++/Python post-processing tools for high-throughput data analysis Designed novel numerical algorithms correlation analysis complex multi-component systems Developed original for non-equilibrium systems; built and pipelines analysing millions of data points per trajectory
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Formations
- Ph.D. in Physical Sciences –CSIR-National Chemical Laboratory2018Ph.D. in Physical Sciences –
- M.Sc. Theoretical PhysicsUniversity of Calcuta2010M.Sc. Theoretical Physics