All software
CoupledNODE
CoupledNODE.jl is a SciML repository that extends NODEs (Neural Ordinary Differential Equations) to C-NODEs (Coupled Neural ODEs), providing a data-driven approach to modelling solutions for multiscale systems when exact solutions are not feasible.
- Julia Language
- Julia Package
- Machine learning
- + 1
- (Julia)
- (Shell)
diffWOFOST
The python package diffWOFOST is a differentiable implementation of WOFOST models using torch, allowing gradients to flow through the simulations for optimization and data assimilation.
- Data Analysis
- deep learning
- High performance computing
- + 2
- (Python)
document-segementation
Tool for identifying document boundaries and categories from VoC inventories.
- AI
- deep learning
- Machine learning
- + 2
- ("Jupyter Notebook")
- (Python)
e2e-Dutch
Coreference resolution for Dutch: automatically links references to the same entity in Dutch written texts.
- Machine learning
- Text analysis & natural language processing
- (C++)
- (Python)
- (Shell)
EEG epilepsy diagnosis
R package developed to extract features from multivariate time series from EEG data and feed them into a random forest classifier.
- Machine learning
- (R)
- (Rebol)
EXCITED Machine Learning Workflow
An open workflow for creating machine learning models for estimating the global biospheric CO2 exchange.
- CO2
- Data Analysis
- geospatial
- + 4
- ("Jupyter Notebook")
- (Python)
Forecasting the grid emission factor for the Netherlands
A workflow to produce emission factor forecasts for the electricity mix of the Netherlands, up to 7 days ahead.
- electricity grid
- emission factor
- Forecasting
- + 1
- (Dockerfile)
- (Python)
FOWT-ML
Machine learning kit for Hybrid testing in Floating Offshore Wind Turbines (FOWT).
- Machine learning
- wind energy
- (Python)
htr-quality-classifier
A package to determine the quality of a a digitized text, from a handwritten script or scanned print (HTR/OCR output).
- Machine learning
- python
- Text analysis & natural language processing
- ("Jupyter Notebook")
- (Python)
- (Shell)
NeuroGym
NeuroGym is a curated collection of neuroscience tasks with a common interface. The goal is to facilitate the training of neural network models on neuroscience tasks.
- deep learning
- Machine learning
- Neuroscience
- + 3
- (Python)
NPLinker eScience Workshop GenMetMine Materials
These materials were used as a part of the NPLinker eScience Workshop on Natural Product Genome & Metabolome Mining: https://www.wur.nl/en/research-results/chair-groups/plant-sciences/bioinformatics/teaching/nplinker_workshop.htm Most materials are available in a format facilitating its reuse.
- Data mining
- genomics
- Inter-operability & linked data
- + 4
Pycoeus
Pycoeus is a command-line tool and python package designed for exploration of multiband geospatial datasets. It lets the user iteratively train and retrain segmentation models in seconds. A combination of Deep learning and traditional machine learning is used, leveraging the best of both methods.
- deep learning
- gis
- Machine learning
- + 2
- (Python)