Kumar Ghosh
Senior Engineer @E.ON
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WORK HISTORY
Senior Engineer @E.ON
Essen, DE
Implementing various AI/ML techniques, such as neuromorphic reservoir computing for time-series data analysis, autoencoder and generative adversarial network for anomaly detection, reinforcement learning and dynamic programming for optimization problems, using frameworks like scikit-learn, PyTorch, TensorFlow. Developing and implementing error mitigated quantum computing algorithms for computational physics, quantum chemistry, and electrical engineering problems using Qiskt and D-Wave. Also working on optimization problems, e.g, mixed integer programming, Bayesian optimization, unit commitment problem, dynamic programming using CPLEX and Gurobi. Published research articles and filed three United States patents.
EDUCATION
Karlsruhe Institute of Technology (KIT)
Doctor of Philosophy - PhD, Physics
ABOUT KUMAR GHOSH
Senior Engineer at E.ON, Germany. Working on machine learning (ML), quantum computing, and optimization applications for computational physics, quantum chemistry, and electrical engineering problems. Implementing various ML techniques, such as, neuromorphic reservoir computing for time-series data analysis, autoencoder and generative adversarial network for anomaly detection, reinforcement learning and dynamic programming for optimization problems, using frameworks like scikit-learn, PyTorch, TensorFlow. Developing and implementing quantum computing, quantum machine learning, quantum error mitigation, and quantum optimization algorithms using Qiskit and D-Wave. Exploring HPC using CUDA programming with Numba and CuPy. Implementing various optimization problems, such as, mixed integer programming, Bayesian optimization, unit commitment problem, dynamic programming using CPLEX and Gurobi. Obtained PhD degree in Physics from Karlsruhe Institute of Technology (KIT), Germany.Selected computer skills:• Programming: Python, Fortran 90, Mathematica, Matlab • Machine learning and data science frameworks: scikit-learn, Pandas, PyTorch, TensorFlow• Quantum computing/annealing frameworks: Qiskit (IBMQ), D-Wave• Optimization: CPLEX, Gurobi• Operating systems: Windows, Linux, macOS• Software: Microsoft office, Origin, LaTeX• Quantum chemistry and condensed matter physics software: Quantum ESPRESSO, OpenFermion• Version-control system: Git
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