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vinaykumar007/README.md

Hi πŸ‘‹, I'm Vinay Kumar

Computational Modelling β€’ Scientific Computing β€’ Geomechanics β€’ AI/ML

M.Tech in Geomechanics for Mineral & Energy Resources @ IIT Kharagpur

GitHub β€’ LinkedIn β€’ Email


πŸ‘¨β€πŸ’» About Me

I am a computational engineer interested in solving engineering problems through mathematics, numerical methods, scientific programming, and data.

My background spans geomechanics, reservoir engineering, numerical simulation, computational fluid dynamics, geostatistics, and data engineering. I enjoy turning physical problems into reproducible computational workflows and using simulation and analysis to understand engineering behavior.

Currently, I am exploring Scientific Machine Learning (SciML) and computational approaches for engineering and materials-related problems.

πŸ”¬ Computational Focus

  • Numerical simulation and mathematical modelling
  • Partial differential equations and numerical methods
  • Finite Volume Methods and Computational Fluid Dynamics
  • Reservoir simulation and subsurface modelling
  • Geomechanics and engineering data analysis
  • Scientific Python and reproducible computational workflows
  • Statistical and data-driven modelling
  • Scientific Machine Learning / Physics-informed methods

🧰 Technical Stack

Programming & Scientific Computing
Python β€’ MATLAB β€’ NumPy β€’ SciPy β€’ pandas β€’ Matplotlib β€’ Jupyter

Numerical & Engineering Modelling
Finite Volume Methods β€’ CFD β€’ Reservoir Simulation β€’ MRST β€’ Geostatistics β€’ Geomechanics

Data & Automation
SQL β€’ Apache Airflow β€’ ETL β€’ Data Validation β€’ Workflow Automation

Development
Git β€’ Linux β€’ VS Code

πŸš€ Selected Work

Numerical solutions of fundamental fluid-flow PDEs using Python and Jupyter, covering convection, diffusion, Burgers' equation, Laplace, Poisson, and 2D Navier–Stokes problems.

Focus: numerical methods β€’ PDEs β€’ stability β€’ convergence β€’ scientific Python

Python-based reservoir engineering utilities covering PVT analysis, volumetrics, well testing, material balance, decline-curve analysis, and fluid-flow calculations.

Focus: engineering computation β€’ Python β€’ modelling β€’ data analysis

Python implementations of geophysical methods and workflows involving FFT-based analysis, seismic processing, inversion, geomodelling, and machine learning.

Focus: scientific computing β€’ signal processing β€’ inversion β€’ geomodelling

Python workflows for spatial/subsurface data analytics and geostatistics, including variogram analysis, variogram modelling, and kriging.

Focus: spatial statistics β€’ geostatistics β€’ Python β€’ subsurface data

🧠 Current Learning Direction

Physical Problem
      ↓
Mathematical Formulation
      ↓
Numerical Method
      ↓
Python Implementation
      ↓
Simulation
      ↓
Sensitivity / Data Analysis
      ↓
Validation
      ↓
Engineering Insight

I am particularly interested in understanding why a computational model works, when it fails, and how numerical results can be validated against physical expectations.

πŸ“š Topics I'm Exploring

  • Computational Materials Science
  • Computational Mechanics
  • Numerical Linear Algebra
  • Scientific Machine Learning
  • Physics-Informed Machine Learning
  • Numerical PDEs
  • Multiphysics Modelling
  • Engineering AI/ML

πŸ”— Connect

LinkedIn LeetCode


Building deeper intuition at the intersection of physics, mathematics, computation, and data.

Pinned Loading

  1. Data-Engineering-ETL-Pipeline-of-Claims-process Data-Engineering-ETL-Pipeline-of-Claims-process Public

    Python

  2. pixel2text-vlm pixel2text-vlm Public

    Building a production-oriented Vision-Language Model from first principles: from image patches and attention mechanisms to multimodal caption generation.