Nostril — Peer-reviewed • Rank 15.9 • Science 95%

Nostril: A nonsense string evaluator written in Python - Published in JOSS (2018)

pocoMC — Peer-reviewed • Rank 11.9 • Science 95%

pocoMC: A Python package for accelerated Bayesian inference in astronomy and cosmology - Published in JOSS (2022)

approxposterior — Peer-reviewed • Rank 9.8 • Science 95%

approxposterior: Approximate Posterior Distributions in Python - Published in JOSS (2018)

stardate — Peer-reviewed • Rank 4.4 • Science 95%

stardate: Combining dating methods for better stellar ages - Published in JOSS (2019)

MM-PoE — Peer-reviewed • Rank 5.8 • Science 93%

MM-PoE: Multiple Choice Reasoning via. Process of Elimination using Multi-Modal Models - Published in JOSS (2025)

qonnx • Rank 18.7 • Science 77%

QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX

Correlation Trait Loci (CTL) mapping — Peer-reviewed • Rank 2.7 • Science 93%

Correlation Trait Loci (CTL) mapping: phenotype network inference subject to genotype - Published in JOSS (2016)

torchao • Rank 25.9 • Science 64%

PyTorch native quantization and sparsity for training and inference

https://github.com/hpcaitech/colossalai • Rank 30.1 • Science 59%

Making large AI models cheaper, faster and more accessible

IncrementalInference • Rank 11.1 • Science 77%

Clique recycling non-Gaussian (multi-modal) factor graph solver; also see Caesar.jl.

oumi • Rank 20.3 • Science 64%

Easily fine-tune, evaluate and deploy gpt-oss, Qwen3, DeepSeek-R1, or any open source LLM / VLM!

kglab • Rank 15.8 • Science 67%

Graph Data Science: an abstraction layer in Python for building knowledge graphs, integrated with popular graph libraries – atop Pandas, NetworkX, RAPIDS, RDFlib, pySHACL, PyVis, morph-kgc, pslpython, pyarrow, etc.

emlearn • Rank 15.0 • Science 67%

Machine Learning inference engine for Microcontrollers and Embedded devices

ncnn • Rank 27.7 • Science 54%

ncnn is a high-performance neural network inference framework optimized for the mobile platform

kvpress • Rank 14.6 • Science 67%

LLM KV cache compression made easy

inference • Rank 25.5 • Science 54%

Turn any computer or edge device into a command center for your computer vision projects.

cppflow • Rank 9.8 • Science 67%

Run TensorFlow models in C++ without installation and without Bazel

unitvelo • Rank 9.2 • Science 67%

UniTVelo, Temporally Unified RNA Velocity for single cell trajectory inference

privacy-meter • Rank 13.6 • Science 59%

Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.

inferelator • Rank 12.0 • Science 54%

Task-based gene regulatory network inference using single-cell or bulk gene expression data conditioned on a prior network.

pytriton • Rank 20.0 • Science 44%

PyTriton is a Flask/FastAPI-like interface that simplifies Triton's deployment in Python environments.

optimum • Rank 27.2 • Science 36%

🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools

threshr • Rank 12.6 • Science 49%

Threshold Selection and Uncertainty for Extreme Value Analysis

triton-model-navigator • Rank 14.9 • Science 44%

Triton Model Navigator is an inference toolkit designed for optimizing and deploying Deep Learning models with a focus on NVIDIA GPUs.

planet • Rank 12.6 • Science 46%

For inferring ancestry, gestational age, cell type proportions, and preeclampsia status from placental DNA methylation array data

starfish • Rank 7.2 • Science 51%

Tools for Flexible Spectroscopic Inference

bnclassify • Rank 2.6 • Science 54%

bnlearn

https://github.com/mpes-kit/fuller • Rank 6.9 • Science 49%

Probabilistic machine learning for reconstruction and parametrization of electronic band sturcture from photoemission spectroscopy data

https://github.com/elfi-dev/elfi • Rank 8.7 • Science 46%

ELFI - Engine for Likelihood-Free Inference

blocklength • Rank 13.4 • Science 39%

R package with a set of functions to select the optimal block-length for a dependent bootstrap (block-bootstrap). Includes the Hall, Horowitz, and Jing (1995) cross-validation method and the Politis and White (2004) Spectral Density Plug-in method.

symmetry-cli • Rank 4.4 • Science 44%

The client for the Symmetry peer-to-peer inference network. Enabling users to connect with each other, share computational resources, and collect valuable machine learning data.

https://github.com/aeternalis-ingenium/anomalytics • Rank 8.7 • Science 39%

The ultimate anomaly detection and its analytics.

https://github.com/superduper-io/superduper • Rank 20.6 • Science 26%

Superduper: End-to-end framework for building custom AI applications and agents.

dbnr • Rank 10.6 • Science 36%

Gaussian dynamic Bayesian networks structure learning and inference based on the bnlearn package

https://github.com/awslabs/multi-model-server • Rank 23.4 • Science 23%

Multi Model Server is a tool for serving neural net models for inference

hnet • Rank 9.0 • Science 36%

Association ruled based networks using graphical Hypergeometric Networks.

monai-deploy • Rank 8.0 • Science 36%

MONAI Deploy aims to become the de-facto standard for developing, packaging, testing, deploying and running medical AI applications in clinical production.

lampe • Rank 12.5 • Science 31%

Likelihood-free AMortized Posterior Estimation with PyTorch

simplify • Rank 9.9 • Science 33%

Create and validate simplified likelihoods from full likelihoods.

arboreto • Rank 14.2 • Science 26%

A scalable python-based framework for gene regulatory network inference using tree-based ensemble regressors.

btergm • Rank 14.0 • Science 23%

Temporal Exponential Random Graph Models by Bootstrapped Pseudolikelihood

aphylo • Rank 8.9 • Science 26%

Statistical inference of genetic functions in phylogenetic trees

aifororcas-livesystem • Rank 8.4 • Science 26%

Real-time AI-assisted killer whale notification system (model and moderator portal) :star:

https://github.com/cran-task-views/bayesian • Rank 3.0 • Science 26%

CRAN Task View: Bayesian Inference

https://github.com/bytedance/lightseq • Rank 18.7 • Science 10%

LightSeq: A High Performance Library for Sequence Processing and Generation

https://github.com/cbg-ethz/sgs • Rank 3.1 • Science 23%

Inference in Bayesian Networks with R

https://github.com/rsquaredacademy/inferr • Rank 10.4 • Science 13%

Parametric and non-parametric statistical tests

https://github.com/bytedance/bytetransformer • Rank 6.9 • Science 13%

optimized BERT transformer inference on NVIDIA GPU. https://arxiv.org/abs/2210.03052

https://github.com/szymonmaszke/torchlayers • Rank 7.7 • Science 10%

Shape and dimension inference (Keras-like) for PyTorch layers and neural networks

sjaracne • Rank 7.6 • Science 10%

Scalable Tool for Gene Network Reverse Engineering

https://github.com/cdcgov/pyrenew-flu-light • Rank 2.4 • Science 13%

A replication in Python and PyRenew of a renewal model written in Epidemia for forecasting influenza hospital admissions.

https://github.com/activeinferenceinstitute/activeblockference • Rank 5.2 • Science 10%

nimble • Science 18%

Lightweight and Parallel Deep Learning Framework

https://github.com/airvitap/diffscaler • Science 13%

A Novel Approach to Video Generation model and their Archives

https://github.com/awslabs/mlmax • Science 13%

Example templates for the delivery of custom ML solutions to production so you can get started quickly without having to make too many design choices.

RAIDS • Science 39%

Accurate and robust inference of genetic ancestry from cancer-derived molecular data across genomic platforms

core-periphery-hypergraphs • Science 57%

[KDD 2022] Official Code Release for "Core-periphery Models for Hypergraphs"

crema • Science 31%

Crema: Credal Models Algorithms

https://github.com/activeinferenceinstitute/active_inference_ontology • Science 10%

https://github.com/amberlee2427/isoflux • Science 26%

A fast, lightweight, isochrone inference package

klmbr • Science 44%

klmbr - a prompt pre-processing technique to break through the barrier of entropy while generating text with LLMs

spey • Science 67%

Smooth inference for reinterpretation studies

machine-learning-process • Science 26%

Machine Learning Process using the EO Application Package

macchiato • Science 31%

:atom_symbol::robot: Data-driven nearest neighbor models for predicting experimental results on silicon lithium-ion battery anodes

ReactiveMP • Science 67%

High-performance reactive message-passing based Bayesian inference engine

trainyourownyolo • Science 49%

Train a state-of-the-art yolov3 object detector from scratch!

disco-eb • Science 54%

JAX-based linear Einstein-Boltzmann solver for cosmology

https://github.com/berkeleylab/fiats • Science 39%

A deep learning library for use in high-performance computing applications in modern Fortran

data-and-design-core • Science 67%

Code developed by the EFDC Data and Design Core team to support mental health research.

generalizednotationnotation • Science 67%

rosenna • Science 67%

Fast, minimally-invasive neural network inference library

sacro-ml • Science 67%

Collection of tools and resources for managing the statistical disclosure control of trained machine learning models

ivx • Science 23%

Robust Econometric Inference for Predictive Regressions

go-ml-benchmarks • Science 54%

⏱ Benchmarks of machine learning inference for Go

VersatileHDPMixtureModels • Science 28%

Code for our UAI '20 paper "Scalable and Flexible Clustering of Grouped Data via Parallel and Distributed Sampling in Versatile Hierarchical Dirichlet Processes"

https://github.com/google-ai-edge/mediapipe • Science 36%

Cross-platform, customizable ML solutions for live and streaming media.

prooftrees • Science 44%

Exploration of interactive inference rule application/proofs using a unification approach.

https://github.com/bozenne/lavasearch2 • Science 23%

Tools for model specification in the latent variable framework (add-on for the lava package)

django2pydantic • Science 44%

Django2pydantic is the most complete library for converting Django ORM models to Pydantic models

server • Science 54%

The Triton Inference Server provides an optimized cloud and edge inferencing solution.

flight_path_inference • Science 52%

3D flight path inference