Discover ITMO-NSS-team/EPDE_automated_knowledge Open Source project

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ITMO-NSS-team

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

EPDE

EPDE - partial differential equations discovery framework

Python

torch_DE_solver

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

Python

fedot-examples

The repository contains examples for the AutoML framework FEDOT

Jupyter Notebook

GAMLET

Framework for meta-optimisation in AutoML tasks

Jupyter Notebook

pytsbe

Tool for benchmarking automated time series forecasting algorithms

Python

nas-fedot

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

Jupyter Notebook

meteotik

Module for processing reanalysis grids and comparative analysis of time series with meteorological parameters

Python

oil-field-modelling

The toolbox for the oil fields modelling and analysis (oil forecasting, seismic slices classification, etc)

Jupyter Notebook

fedot_electro_ts_case

The sources of the time-series forecasting real-world case with FEDOT.

Jupyter Notebook

emergency_datahack_nss

The repository contains the data of the NSS lab team for the hackathon "Emergency DataHack"

Jupyter Notebook

FEDOT.Algs

The realisations and examples of algorithms from FEDOT framework

Jupyter Notebook

AutoSWAN

The toolbox for the automated creation of the SWAN wind wave model configurations

Python

composite-flood-forecast

Code for paper "Short-term River Flood Forecasting using Composite Models and Automated Machine Learning: the Case Study of Lena River"

Python

AgroCode-Hack-2022

The repository contains the data of the NSS lab team for the hackathon "AgroCode Hack 2022". The task was to analyze cow treatment data and to find the most ineffective treatment protocols.

Jupyter Notebook

automl-crash-test

A repository with a table that not every framework can deal with

Python

Fedot-TS-Benchmark

Benchmarking Fedot on timeseries forecasting tasks

Jupyter Notebook

LightObjRecEnsembler

The prototype of NAS tool for the object recognition tasks

Jupyter Notebook

neural_ode_paper

Code for paper "On choice of linear neural ODE representation for time-series learning" (under construction)

Python

FEDOT-benchmarks

Comparison tool for the state-of-the-art AutoML frameworks

Python

GEFEST-paper-experiments

The experimental studies devoted to GEFEST framework

Makefile

itmo-nss-team.github.io

The informational page of the Natural Systems Simulation Lab

HTML

ProtoLLM

Framework for prototyping of LLM-bases applications

scientific-seminars

The matherials for research seminars of NSS Lab

cell-trap-design

The generative design for the structure of dissociated cell trap

Python

algebrfun

Jupyter Notebook

breakwaters-evolutionary-optimisation

The repository of the software system for the multi-objective optimisation of breakwaters using an evolutionary approach and numerical wind wave simulation

Python

rbc-traps-generative-design

The generative design for single red clood cell hydrodynamic traps using GEFEST framework

Python

senne

Algorithm for spatial segmentation neural networks ensembling

Python

FEDOT.Miscellaneous

Various info about FEDOT framework

JavaScript

fedot-operations-integration

The repository contains the wrappers to launch FEDOT framework. The main goal: to compare the effectiveness of the implemented operations

Python

data-driven-Floquet

Code for the paper "Data-driven approach for the Floquet propagator inverse problem solution"

Python

SynthGenerator

Python

EPDE_paper_experiments

Experiments and code examples on the comparison between EPDE and SINDy frameworks.

Python

fedot-performance-improvement-benchmark

Repository for "Improvement of Computational Performance for Evolutionary AutoML in Heterogeneous Environment" paper

Python

EPDE_GECCO_experiments

Repository for storage of experiments with EPDE for GECCO-2023 paper "Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation Discover" in form of data and scripts.

Python

CEC_2023_knowledge

Repo for paper "Directed differential equation discovery using modified mutation and cross-over operators" accepted for IEEECEC 2023 conference presentation

Python

Epidemic_AutoML

Jupyter Notebook

KLR2023_paper

Jupyter Notebook

golem-examples

Examples of applications of GOLEM framework

Jupyter Notebook

AIRI-hack

The repository contains the data of the NSS lab team for the hackathon "AIRI Molhack 2022". The task was to predict molecular energy using various molecular data.

Jupyter Notebook

DS2024_SDE

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

Jupyter Notebook

RockBurst.AI

Composite models for rockburst forecasting.

Python

LANE-SI-AAAI23-workshop

The repository for the workshop paper devoted to the ice concentration time-spatial fields prediction using LANE-SI (Lightweight Automated Neural Ensembling for Sea Ice) that uses ensemble of relatively simple deep learning models with different loss functions.

Python

DynamicModelDesign

Library for dynamic data-driven identification for supercomputer implementation of composite models under uncertainty

Python

aaai24_auto_topo

Python

Mosaic_develop

{Work in progress} - Mosaic genereator for datasets. Works without any cuts or losses.

Python

ice-concentration-prediction-paper

The repository for the paper devoted to the ice concentration time-spatial fields prediction using CNN, PDE discovering and solving and Bayesian networks

Jupyter Notebook

GEFEST_sound_detection_paper_experiments

The experimental studies devoted to GEFEST framework.

DS2024_Active_Matter

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/)

HTML

hybrid-modelling-paper

The repository for the paper devoted to the hybrid modeling of environmental processes using composite models

Jupyter Notebook

EPDE_CTRL

Framework for PINN-based reinforcement learning, where the environment is substituted with equation-based model.

Python

MDPI_SDE

A repository for Algorithm of stochastic differential equation discovery with evolutionary approach submitted to Algorithms MDPI jounral

Jupyter Notebook

OL2A_2023_gd_with_sa_paper

Repository for "Interpretable Structural Analysis for Evolutionary Generative Design of Coastal Breakwaters" paper

Jupyter Notebook

TSC-paper_experiments

Experiments for "Evolutionary automated machine learning approach for time series classification" paper

Python

Solver-paper-for-AI4S

Python

DAN_Mathematics2023_paper

Репозиторий научной статьи "О задаче устойчивого поиска дифференциальных уравнений" в рамках трека «AI Journey Science» 2023.

Jupyter Notebook

ITMO-NSS-team/EPDE_automated_knowledge

ITMO-NSS-team

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