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amirabbasasadi/README.md

Amirabbas Asadi

Hi There! I'm Amirabbas, Currently an independent researcher in Computer Science and AI

📔 Research Interests

  • Probabilistic Machine Learning
    • Probabilistic Graphical Models
    • Probabilistic Programming
    • Deep Generative Models : Energy-Based Models, VAE, Normalizing Flows, Diffusion Models
    • Approximate Bayesian Inference (MCMC, VI)
  • Reinforcement Learning & Multi-Agent Systems
  • High-Performance Scientific Computing
    • Parallel and Distributed Programming
    • Simulation
    • Numerical Linear Algebra
    • Developing ODE/PDE/SDE solvers

👨‍💻 Technical Skills

  • Programming : C/C++, Julia, Python
  • Parallel and Distributed Programming
    • CPU Parallel Programming: OpenMP, TBB
    • GPU Programming: CUDA
    • Distributed Programming: MPI
    • Hybrid Parallelism
  • Deep Learning: PyTorch, JAX
  • Graph Learning: PyTorch Geometric
  • Image Processing: OpenCV
  • Probabilistic Programming: Pyro, PyMC3, JAGS
  • Physics Simulation
  • 2D/3D Data Visualization
  • Git, Linux and Bash script
  • LaTeX

👨‍🎓 Education

  • MSc Applied Mathematics
    • Sharif University of Technology
    • Field: Stochastic Mathematics & Data Science
  • BSc Computer Engineering
    • Bu-Ali Sina University
    • Graduation: 2022
    • GPA: 3.92/4.0

💻 Open Source Projects:

  • RockyML: A high-performance scientific computing framework
  • MetaTS: Meta-Learning for Time Series Forecasting
  • AugmentTS: Data Augmentation Time Serie Data using Deep Generative Models
  • Neural Fractal: Generating Fractals using Complex-Valued Neural Networks
  • Babai: A C++ Optimization Library
  • Shotor: An Open OCR dataset for Persian

Pinned

  1. RockyML RockyML Public

    ⛰️ RockyML - A High-Performance Scientific Computing Framework for Non-smooth Machine Learning Problems

    C++ 16 2

  2. toy-project-cv-physics-engine toy-project-cv-physics-engine Public

    A toy project using OpenCV and PyMunk

    Python 84 25

  3. Shotor Shotor Public

    Free Persian Word Level OCR Dataset

    17 4

  4. PersianOCR PersianOCR Public

    Simple word-level OCR program for the Persian language based on Recurrent Neural Networks using Pytorch and OpenCV

    Jupyter Notebook 16 6

  5. DrSasanBarak/AugmentTS DrSasanBarak/AugmentTS Public

    AugmentTS :: Time Series Data Augmentation using Deep Generative Models

    Python 51 2

  6. neural-fractal neural-fractal Public

    NeuralFractal | A Visual Exploration of Neural Dynamical Systems

    Python 14 1