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vboussange/README.md

Hi there 👋

I'm Victor, a postdoctoral researcher in the Dynamic Macroecology Group at the Swiss Federal Institute for Forest, Snow & Landscape (WSL) 🇨🇭.

🌱 I am broadly interested in understanding and predicting the dynamics of natural systems by developing methods leveraging the extrapolation ability of mechanistic models with the flexibility of machine learning techniques. My main domain of application is ecology, where I focus on understanding the dynamics of ecosystems and their response to disruptions.

🔭 I’m currently working on

  • 🦌JAXScape, a differentiable connectivity analysis library, developed within the framework of the SPEED2ZERO project. JAXScape is currently used to identify important sites to sustain ecological connectivity in Switzerland, see here and the Swiss SolarWind Explorer for an interactive visualisation.
  • 📈PiecewiseInference.jl, a library to fit autoregressive models and ODEs with gradient-based optimizers.

🕣 In the past, I have worked on

  • $\partial x$ HighDimPDE.jl, a deep learning-based solver for highly dimensional, non-local, nonlinear PDEs. The repo now belongs to the SciML ecosystem.
  • 🕸️ Eco-evolutionary models, and in particular models structured over graphs, with e.g. EvoID.jl and EcoEvoModelZoo.jl.

Check out my website to know more.

Pinned Loading

  1. jaxscape jaxscape Public

    A minimal JAX library for connectivity analysis at scales

    Python 9

  2. SciML/HighDimPDE.jl SciML/HighDimPDE.jl Public

    A Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs without the curse of dimensionality

    Julia 79 10

  3. PiecewiseInference.jl PiecewiseInference.jl Public

    Inverse modelling framework for dynamical systems characterised by complex dynamics.

    Julia 13

  4. EvoId.jl EvoId.jl Public

    Evolutionary Individual based modelling, mathematically grounded.

    Julia 13

  5. WSLJuliaWorkshop2023 WSLJuliaWorkshop2023 Public

    Practical introduction to Julia for modelling and data analysis in biodiversity and earth sciences

    Jupyter Notebook 27 7

  6. EcoEvoModelZoo.jl EcoEvoModelZoo.jl Public

    A zoo of happy eco-evolutionary models.

    Julia 3