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HIFIS Software Spotlights

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Logo for PDAF

PDAF

PDAF - the Parallel Data Assimilation Framework is one of the most widely used a software frameworks for data assimilation. PDAF provides support for ensemble modeling and fully implemented data assimilation methods to merge models and observational data which let models learn from observations.

  • Atmospheric science
  • data assimilation
  • Earth & Environment
  • + 9
  • Fortran
  • Makefile
  • Python
  • + 3
5
394

calibr8

calibr8 is a Python toolbox for likelihood-based calibration modeling and Bayesian inference. It supports uni- and multivariate problems, continuous & discrete distributions and includes ready to use models for many non-linear problems. It integrates with PyMC for advanced Bayesian inference.

  • Calibration
  • Data analysis
  • Earth & Environment
  • + 4
  • Jupyter Notebook
  • Python
2
22

AutoPQ

Automated point forecast-based quantile forecasts

  • Energy
  • ESD
  • ESD - Topic 2
  • + 3
  • Python
7
3

UQTestFuns

A Python3 library of uncertainty quantification (UQ) test functions

  • Benchmark
  • python
  • Software Testing
  • + 1
  • Python
  • TeX
2
2
Logo for Lightning UQ Box

Lightning UQ Box

The lightning-uq-box is a PyTorch library that provides various Uncertainty Quantification (UQ) techniques for modern neural network architectures.

  • Deep Learning
  • python
  • uncertainty quantification
  • Python
0
0

PeakPerformance

PeakPerformance is a Python toolbox for estimating peak areas from mass-spectrometry or HPLC datasets under uncertainty. It applies Bayesian inference using the PyMC library to parametric models of peak curves.

  • Data analysis
  • Earth & Environment
  • mass spectrometry
  • + 4
  • Python
  • TeX
3
0