Probabilistic Models Python Packages

hierarchicalforecast

Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.

pydtmc

A library for discrete-time Markov chains analysis.

stochtree

Stochastic tree ensembles (BART / XBART) for supervised learning and causal inference

lymph-model

Python package for statistical modelling of lymphatic metastatic spread in head & neck cancer.

samseg

Sequence Adaptive Multimodal SEGmentation (SAMSEG)

mta

Multi-Touch Attribution

adyant

Markov chain URL wordlist generator for security research and fuzzing pipelines

deeprob-kit

A Python Library for Deep Probabilistic Modeling

treeffuser

Probabilistic predictions for tabular data, using diffusion models and decision trees.

ramsey

Probabilistic deep learning using JAX

first-passage-percolation-sim

Simulations of the first passage percolation on the square lattice

torch-adf

PyTorch implementation of Assumed Density Filtering (ADF) based probabilistic neural networks

memocell

Bayesian inference of stochastic cellular processes with and without memory in Python.

keras-adf

Tensorflow/Keras implementation of Assumed Density Filtering (ADF) based probabilistic neural networks

ppchain

Your probabilistic modeling open source copilot