Simulation & Modeling SotA

• date: Nov 2021
• effort: 0.5 (ACC2111NOV)

Programs

• [[SimPy]] - library & components for building event-based simulators
• [[ml-flow]] - model management platform
  • url: https://mlflow.org/docs/latest/concepts.html
  • a paper about itml-experiment: A Python framework for reproducible data science
  • medium-blog
  • Reminds me of Pachyderm’s mission, but oriented to modelling
  • Seems match [[co2mpas]] calibrate & apply functionality
• [[bms]] - Block Model Simulator (BMSpy): simulink for Python, mostly for automotive, has even WLTP signals!
  • url: https://pythonhosted.org/bms/
  • actively maintained?
• [[PyDOE]] - The experimental design package for python
  • url: https://pythonhosted.org/pyDOE/index.html
• [[biolab/Orange]] - Interactive data analysis
  • url: https://orangedatamining.com/
  • github: https://github.com/biolab/orange3
• [[Kedro]] - framework to create reproducible & modular data science code.
  • url: https://kedro.readthedocs.io/en/stable/

Blogs & Qs

• Quora - discovered [[bms]]