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@ITMO-NSS-team

Natural Systems Simulation Lab

Natural Systems Simulation Lab in ITMO University
README.md

Hi, this is NSS Lab

We are conduct a lot of AI/ML researches in different fields

Our laboratory is part of the Research Center for Strong Artificial Intelligence (ITMO University, Russia), which provides cutting-edge software and algorithmic solutions. We focus on natural systems simulations, generative design, data-driven modeling, automated machine learning, equation discovery, etc.

Also, we support the extension of scientific open source community (see ITMO.OpenSource). The information about on-going papers are available in open tracker.

Head of the lab - Alexander Hvatov [email protected].

Our social media are: tg, YouTube, colab.ws, landing page.

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  1. EPDE EPDE Public

    EPDE - partial differential equations discovery framework

    Python 57 3

  2. torch_DE_solver torch_DE_solver Public

    Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs

    Python 55 8

  3. nas-fedot nas-fedot Public

    The implementation of the Neural Architecture Search based at the Fedot framework

    Jupyter Notebook 31 5

  4. fedot-examples fedot-examples Public

    The repository contains examples for the AutoML framework FEDOT

    Jupyter Notebook 47 14

  5. pytsbe pytsbe Public

    Tool for benchmarking automated time series forecasting algorithms

    Python 33 1

Repositories

Showing 10 of 61 repositories
  • BIAM-Urb Public
    ITMO-NSS-team/BIAM-Urb’s past year of commit activity
    Jupyter Notebook 0 0 0 1 Updated Jul 2, 2024
  • EPDE Public

    EPDE - partial differential equations discovery framework

    ITMO-NSS-team/EPDE’s past year of commit activity
    Python 57 3 10 (1 issue needs help) 2 Updated Jul 1, 2024
  • fedot-multi-modal-paper Public

    The repository devoted to the experimens with multi-modal AutoML.

    ITMO-NSS-team/fedot-multi-modal-paper’s past year of commit activity
    Python 0 BSD-3-Clause 0 0 0 Updated Jun 30, 2024
  • torch_DE_solver Public

    Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs

    ITMO-NSS-team/torch_DE_solver’s past year of commit activity
    Python 55 BSD-3-Clause 8 4 (4 issues need help) 0 Updated Jun 25, 2024
  • DS2024_Active_Matter Public

    Repository of the research article "Differential equation discovery of robotic swarm as active matter" in the 27th International Conference on Discovery Science 2024 (http://ds2024.isti.cnr.it/)

    ITMO-NSS-team/DS2024_Active_Matter’s past year of commit activity
    0 0 0 0 Updated Jun 25, 2024
  • DS2024_SDE Public

    Code for paper Stochastic differential equation discovery using evolutionary approach submitted to Discovery Science 2024 conference

    ITMO-NSS-team/DS2024_SDE’s past year of commit activity
    3 MIT 0 0 0 Updated Jun 25, 2024
  • EPDE_automated_knowledge Public

    Repo for paper "Knowledge-awared equation discovery with automated knowledge extraction"

    ITMO-NSS-team/EPDE_automated_knowledge’s past year of commit activity
    Python 2 0 0 0 Updated Jun 20, 2024
  • itmo-nss-team.github.io Public

    The informational page of the Natural Systems Simulation Lab

    ITMO-NSS-team/itmo-nss-team.github.io’s past year of commit activity
    HTML 5 MIT 1 50 0 Updated Jun 5, 2024
  • pytsbe Public

    Tool for benchmarking automated time series forecasting algorithms

    ITMO-NSS-team/pytsbe’s past year of commit activity
    Python 33 BSD-3-Clause 1 9 (1 issue needs help) 1 Updated May 22, 2024
  • GAMLET Public

    Framework for meta-optimisation in AutoML tasks

    ITMO-NSS-team/GAMLET’s past year of commit activity
    Jupyter Notebook 35 BSD-3-Clause 0 18 (1 issue needs help) 6 Updated May 21, 2024
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