bayesflow-org/bayesflow
Nov 2024 – Nov 2024
1 Month active
Languages Used
Jupyter NotebookPython
Technical Skills
BayesFlowBayesian InferenceMachine LearningPythonRoadRunnerSBML
arrjon
PROFILE
Arrjon
Jonas Arruda developed an SBML model import and simulation example notebook for the bayesflow-org/bayesflow repository, focusing on integrating systems biology models into the BayesFlow framework. He implemented an end-to-end workflow in Python and Jupyter Notebook, demonstrating SBML import, generative model setup with simulator and prior, and training a BayesFlow approximator for Bayesian inference using RoadRunner. This work enabled researchers to model and simulate biological processes within BayesFlow, enhancing cross-domain applicability. Jonas also improved documentation and example materials, supporting reproducibility and onboarding. The feature delivered depth by connecting systems biology standards with machine learning-based inference pipelines.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
1Total
Bugs
0
Commits
1
Features
1
Lines of code
762
Activity Months1
Your Network
16 peopleSame Organization
@uni-bonn.de6
Work History
November 2024
1 Commits • 1 Features
Nov 1, 2024November 2024 Monthly Summary for bayesflow-org/bayesflow focusing on feature delivery and technical impact. Highlighted work centers on SBML integration and end-to-end demonstration of modeling, simulation, and Bayesian inference within the BayesFlow framework.
1 Commits • 1 Features
Nov 1, 2024November 2024 Monthly Summary for bayesflow-org/bayesflow focusing on feature delivery and technical impact. Highlighted work centers on SBML integration and end-to-end demonstration of modeling, simulation, and Bayesian inference within the BayesFlow framework.
November 2024
Activity
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Quality Metrics
Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance60.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
Jupyter NotebookPython
Technical Skills
BayesFlowBayesian InferenceMachine LearningPythonRoadRunnerSBMLSystems Biology
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