I'm Suraj and

• 🔭 I'm a machine learning researcher interested in developing learning models for complex scientific problems.
• 🏃 I try to run and do strength training to stay in shape 💪

• Programming Languages: Python, C/C++, Julia, Fortran, MPI, MATLAB
• Libraries: PyTorch, TensorFlow, JAX, MLFlow, DVC, Huggingface, Ray, PySpark, Sklearn, NumPy, SciPy, Pandas, Optuna
• DevOps tools: Git, Singularity, Docker, CI/CD, Azure, Vscode, Linux, Jupyter, Colab, Streamlit
• ML Architectures: CNN, LSTM, GANs, Transformers, Diffusion model, VAE, GNN, SAM

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1. CFD_JuliaCFD_JuliaPublic

   This repository contains fundamental codes related to CFD that can be included in any graduate level CFD coursework.

   Julia 503 155

2. DNN-based-NIROMDNN-based-NIROMPublic

   this repository contains code for SlopeNet using several numerical methods

   Jupyter Notebook 2 4

3. 2D_Turbulence2D_TurbulencePublic

   This repository contains code for data-driven LES of two-dimensional turbulence.

   Python 11 6

4. DD-LESDD-LESPublic

   This repository contains codes for two-dimensional Kraichnan turbulence. Below is the brief description of each folder:

   Python 3 4

5. Channel_FlowChannel_FlowPublic

   This repository contains the codes for DNS of channel flow.

   Python 9 3

6. LSTM_NudgingLSTM_NudgingPublic

   This repository contains code for LSTM based nudging scheme for data assimilation of geophysical flows.

   Python 7 3