awesome-conformal-prediction
github.com/valeman/awesome-conformal-prediction ↗A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
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Conformal Prediction TutorialsConformal Prediction CoursesBooks on Conformal PredictionArticles on Conformal PredictionConformal Prediction Videos and TalksConformal Prediction Presentation SlidesConformal Prediction Libraries in PythonConformal Prediction Libraries in RConformal Prediction Libraries in JuliaConformal Prediction in Other LanguagesAI Platforms Using Conformal PredictionConformal Prediction on KaggleConformal Prediction PapersConformal Prediction for Time Series ForecastingConformal Prediction for Anomaly DetectionPhD Theses on Conformal PredictionConformal Prediction Events and WorkshopsConferences Featuring Conformal PredictionConformal Prediction ResearchersConformal Prediction WebsitesConformal Prediction on Twitter / X
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Conferences Featuring Conformal Prediction
- 10th Symposium on Conformal and Probabilistic Prediction with Applications
- 11th Symposium on Conformal and Probabilistic Prediction with Applications
- 6th Symposium on Conformal and Probabilistic Prediction with Applications
- 7th Symposium on Conformal and Probabilistic Prediction with Applications
- 8th Symposium on Conformal and Probabilistic Prediction with Applications
- 9th Symposium on Conformal and Probabilistic Prediction with Applications
Conformal Prediction Courses
Conformal Prediction Researchers
Conformal Prediction Papers
- Accelerating difficulty estimation for conformal regression forests
- Achieving Risk Control in Online Learning Settings
- ACHO: Adaptive Conformal Hyperparameter Optimization
- A conformalized learning of a prediction set with applications to medical imaging classification
- A conformal prediction approach to explore functional data
- A Conformal Prediction Score that is Robust to Label Noise
Conformal Prediction Videos and Talks
- ACon^2: Adaptive Conformal Consensus for Provable Blockchain Oracles
- Algo Hour – Conformal Inference of Counterfactuals and Individual Treatment Effect
- Algo Hour – Conformal Inference of Counterfactuals and Individual Treatment Effects | Lihua Lei
Lihua Lei
- Analítica acelerada con Shapelets y conformal prediction, ~48 mins onwards
- An introduction to conformal prediction - PyLadies Amsterdam
PyLadies Amsterdam
- Anushri Dixit - Planning with Confidence: Uncertainty Quantification for Safety-Critical Tasks
Planning with Confidence: Uncertainty Quantification for Safety-Critical Tasks
Conformal Prediction Libraries in R
- AdaptiveConformal
- caretForecast - Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms
Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms
- cfsurvival - An R package that implements the conformalized survival analysis methodology
An R package that implements the conformalized survival analysis methodology
- ClusTorus: An R Package for Prediction and Clustering on the Torus by Conformal Prediction
- Conformal: an R package to calculate prediction errors in the conformal prediction framework
- conformalbayes - Jackknife(+) Predictive Intervals for Bayesian Models
Jackknife(+) Predictive Intervals for Bayesian Models
Conformal Prediction Presentation Slides
Conformal Prediction for Time Series Forecasting
- Adaptive Conformal Inference by Betting
- Adaptive Regime-Switching Forecasts with Distribution-Free Uncertainty: Deep Switching State-Space Models Meet Conformal Prediction
- A General Framework For Multi-step Ahead Adaptive Conformal Heteroscedastic Time Series Forecasting
- Amazon Fortuna
- Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series
- code
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