# 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 it[ml-experiment: A Python framework for reproducible data science](https://www.researchgate.net/publication/345369293_ml-experiment_A_Python_framework_for_reproducible_data_science)
  - [medium-blog](https://towardsdatascience.com/how-to-use-mlflow-on-aws-to-better-track-machine-learning-experiments-bbcb8acded65)
  - 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](https://www.quora.com/When-will-there-be-a-Simulink-like-alternative-for-Python) - discovered [[bms]]