Popular GitHub Repositories for Confidence Intervals

Multilingual Automatic Speech Recognition with word-level timestamps and confidence

ARCH models in Python

UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

An extension of XGBoost to probabilistic modelling

Python package for conformal prediction

Learn fast, scalable, and calibrated measures of uncertainty using neural networks!

An extension of LightGBM to probabilistic modelling

? Out-of-Distribution Detection with PyTorch

A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.

Confidence and Byt5 - based geotagging model predicting coordinates from text alone.

Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.

? Conformal Tights adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor or Darts forecaster

[Materials & Design 2024] A Bayesian global optimization package for material design ｜ Adaptive Learning | Active Learning

The official implementation of "CAME: Confidence-guided Adaptive Memory Optimization"

A simple WhatsApp bot that uses OpenAI's ChatGPT to respond to user inputs. Includes a cron to enable ChatGPT to send messages to recipients at periodic intervals.

Outlier Exposure with Confidence Control for Out-of-Distribution Detection

Implementation of the Maximally Divergent Intervals algorithm for Anomaly Detection in multivariate spatio-temporal time-series.

MCP server for agents to explore rust docs, analyze source code, and build with confidence

PyTorch Code for running various time series models for different time stamps and confidence intervals for Solar Irradiance prediction.

Build production-ready AI agents in days, not months. Python 3.13+. Save development time with minimal code, deploy anywhere with confidence, and scale from simple assistants to complex multi-agent systems without the headaches.