dobriban / stat-ml-eduLinks
Resources for education in statistics and machine learning: from advanced undergraduate to research level
☆93Updated last year
Alternatives and similar repositories for stat-ml-edu
Users that are interested in stat-ml-edu are comparing it to the libraries listed below
Sorting:
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆170Updated last year
- Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.☆215Updated last year
- Materials for the course Principles of AI: LLMs at UPenn (Stat 9911, Spring 2025). LLM architectures, training paradigms (pre- and post-t…☆33Updated 2 weeks ago
- Practical Guide to Applied Conformal Prediction, published by Packt☆177Updated 3 weeks ago
- [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"☆44Updated last year
- Multi-class probabilistic classification using inductive and cross Venn–Abers predictors☆47Updated 2 years ago
- relplot: Utilities for measuring calibration and plotting reliability diagrams☆159Updated 11 months ago
- Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vi…☆66Updated 2 years ago
- A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.☆238Updated last week
- Notes, exercises and other materials related to causal inference, causal discovery and causal ML.☆139Updated 10 months ago
- ☆49Updated 5 months ago
- A package for conformal prediction with conditional guarantees.☆57Updated 3 months ago
- ☆27Updated last week
- This projects contains different conformal methods and approaches. Includes code generated for a experimental evaluation of a multidimens…☆19Updated last year
- A Python toolbox for conformal prediction research on deep learning models, using PyTorch.☆386Updated last week
- ☆185Updated 2 years ago
- Python implementation of binary and multi-class Venn-ABERS calibration☆163Updated 8 months ago
- Materials of the Nordic Probabilistic AI School 2023.☆90Updated last year
- ☆13Updated 3 months ago
- This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classi…☆128Updated 2 years ago
- Repository for the explanation method Calibrated Explanations (CE)☆65Updated last week
- Python implementation for Bellman Conformal Inference algorithm for time series forecasting.☆21Updated last year
- Conformal Anomaly Detection☆48Updated last week
- A curated list of awesome Conformal Prediction videos, tutorials, books, papers, articles and open-source libraries.☆25Updated 3 years ago
- Lecture Notes on Statistical Inference☆76Updated 7 months ago
- Dermatology ddx dataset, Jax implementations of Monte Carlo conformal prediction, plausibility regions and statistical annotation aggrega…☆648Updated last year
- The repository to showcase the best framework for tabular data - the Awesome CatBoost☆235Updated 2 months ago
- A statistical toolkit for scientific discovery using machine learning☆76Updated 10 months ago
- The best repository showing why SMOTE and resampling methods might not be the answer for imbalanced data problems☆46Updated 3 months ago
- Code for the book "Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory"☆142Updated last year