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Search results for jupyter notebook uncertainty estimation
jupyter-notebook
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uncertainty-estimation
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16 search results found
Deep Learning Uncertainty
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479
Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.
Conformal Prediction
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349
Lightweight, useful implementation of conformal prediction on real data.
Mixture Density Networks For Distribution And Uncertainty Estimation
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225
A generic Mixture Density Networks (MDN) implementation for distribution and uncertainty estimation by using Keras (TensorFlow)
Neural Process Family
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163
Code for the Neural Processes website and replication of 4 papers on NPs. Pytorch implementation.
Conformal Predictions From Scratch
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118
Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.
Pygpc
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62
A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method
Bayescap
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32
(ECCV 2022) BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks
Piven
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26
Official implementation of the paper "PIVEN: A Deep Neural Network for Prediction Intervals with Specific Value Prediction" by Eli Simhayev, Gilad Katz and Lior Rokach
Temporal Smoothing
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16
(AAAI 2021) Official TensorFlow implementation of "Vector Quantized Bayesian Neural Network Inference for Data Streams", a temporal smoothing for efficient uncertainty estimation
Uncertaintyfusenet For Covid 19 Classification
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14
Code implementation of 'UncertaintyFuseNet: Robust Uncertainty-aware Hierarchical Feature Fusion with Ensemble Monte Carlo Dropout for COVID-19 Detection'
Thermo
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11
Data-driven risk-conscious thermoelectric materials discovery
Datavizstudies
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8
Repository for studies on data visualization in weather/climate science
Umal
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7
Modelling heterogeneous distributions with an Uncountable Mixture of Asymmetric Laplacians
Gaussiandenoisingposterior
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6
We derive a fundamental property of the posterior distribution in Gaussian denoising, and use it to propose a new way for uncertainty visualization, which requires no training or fine-tuning.
Ssf2021
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5
Tutorial materials for Social Simulation Fest 2021
Plotting Uncertainty Ellipses
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5
This Jupyter notebook demonstrates how to properly plot uncertainty (confidence) ellipses for 2D normally distributed data.
Know Your Limits
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5
Repository for UAI 2021 paper "Know Your Limits: Uncertainty Estimation with ReLU Classifiers Fail at Reliable OOD Detection".
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