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@JuliaTrustworthyAI

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pasq-cat/README.md

Hi, I'm Pasquale Caterino πŸ‘‹

I’m a Physicist with a deep passion for Deep Learning and Scientific Machine Learning (SciML).

πŸ‘¨β€πŸ”¬ About Me

  • πŸ§‘β€πŸ”¬ Physicist by training with a deep interest in modeling, simulations, and numerical methods.
  • πŸ€– Passionate about Deep Learning, Neural Networks, and their applications in scientific research.
  • 🌱 Currently learning about Physics-Informed Neural Networks (PINNs), Bayesian Machine Learning, and causal deep learning.

πŸ”¬ Areas of Interest

  • Scientific Machine Learning (SciML): Applying ML to physics-based systems and simulations.
  • Physics-Informed Neural Networks (PINNs): Using physics to inform the architecture and training of neural networks.
  • Numerical Simulations: Developing computational models to simulate physical systems and processes.

πŸ“Š Featured Projects

todo

🌐 How to Reach Me

⚑ Fun Fact

i have been consistently playing with age of empires 2 for about 25 years at this point

Pinned Loading

  1. PolarizationMapVectorVortexBeam PolarizationMapVectorVortexBeam Public

    A mathematica notebook for the construction of a polarization map of a vector vortex beam from the stokes parameters

    Mathematica 1

  2. Final report of the Google summer of... Final report of the Google summer of code 2024
    1
    # Google Summer of Code 2024 Final Report
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    3
    - **Name:** Pasquale Caterino
    4
    - **Organization:** Taija (Trustworthy Artificial Intelligence in Julia)
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    - **Mentors:** Patrick Altmeyer and Mojtaba Farmanbar
  3. NeuroDiffGym/neurodiffeq NeuroDiffGym/neurodiffeq Public

    A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

    Python 770 100

  4. JuliaTrustworthyAI/ConformalPrediction.jl JuliaTrustworthyAI/ConformalPrediction.jl Public

    Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.

    Julia 145 10

  5. JuliaTrustworthyAI/LaplaceRedux.jl JuliaTrustworthyAI/LaplaceRedux.jl Public

    Effortless Bayesian Deep Learning through Laplace Approximation for Flux.jl neural networks.

    Julia 48 4