Technical Skills
My technical expertise spans computational modeling, scientific machine learning, probabilistic inference, and engineering optimization, with a focus on integrating physics-based simulations with modern data-driven methods.
Scientific Machine Learning & Artificial Intelligence
- Scientific Machine Learning
- Explainable Artificial Intelligence (XAI)
- Surrogate Modeling
- Gradient Boosting
- LightGBM
- Random Forest and Extra Trees
- SHAP (SHapley Additive exPlanations)
- Partial Dependence Plots (PDP)
- Feature Importance and Sensitivity Analysis
- Unsupervised Learning
- K-means Clustering
- Hyperparameter Optimization
Bayesian Inference & Uncertainty Quantification
- Bayesian Inverse Problems
- Bayesian Inference
- Variational Inference
- Variational Autoencoders (VAE)
- Markov Chain Monte Carlo (MCMC)
- Posterior Approximation
- Uncertainty Quantification
- Fisher Information Matrix
- Information Geometry
- Probabilistic Machine Learning
Deep Learning
- Artificial Neural Networks
- Deep Generative Models
- TensorFlow
Computational Mechanics & Multiphysics Modeling
- Computational Fluid Dynamics (CFD)
- Finite Element Method (FEM)
- Multiphysics Modeling
- Electrostatics
- Lagrangian Particle Tracking
- Aerosol Particle Dynamics
- Particle–Fluid Interaction
- Numerical Modeling
Engineering Optimization
- Multi-Objective Optimization
- NSGA-II
- Surrogate-Assisted Optimization
- Pareto-Front Analysis
- TOPSIS
- Clustering-Guided Design Space Reduction
- Evolutionary Optimization
Programming & Scientific Computing
- Python
- NumPy
- SciPy
- Pandas
- Matplotlib
- Scikit-learn
- Scientific Data Analysis
- Numerical Computing
- Object-Oriented Programming
Simulation & Engineering Software
- COMSOL Multiphysics
- Ansys Fluent
- OpenFoam -Fenics
Machine Learning Libraries & Frameworks
- Scikit-learn
- LightGBM
- TensorFlow
- Keras
- PyTorch
- SHAP
- Optuna
- pymoo
Research Computing & Development Tools
- Linux
- Git
- GitHub
- VS Code
- Remote SSH
- Conda
- Jupyter Notebook
Research & Scientific Communication
- Scientific Writing
- Technical Documentation
- Data Visualization
- Research Presentation
- LaTeX
- GitHub-based Research Code Management