bias-correction

There are 2 repositories under bias-correction topic.

Trusted-AI / AIF360
A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
ai fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder artificial-intelligence discrimination ibm-research-ai ibm-research machine-learning deep-learning codait trusted-ai r python
Language:Python 2308
Nicholasli1995 / EvoSkeleton
Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"
human-pose-estimation 3d-pose-estimation data-augmentation 2d-to-3d deep-learning evolutionary-algorithms bias-correction dataset annotaton-tool 3d-computer-vision cvpr2020 geometric-deep-learning generalization-on-diverse-scenes feed-forward-neural-networks synthetic-data kinematic-trees 3d-human-pose smpl cvpr
Language:Python 327
JuliaClimate / ClimateTools.jl
Climate science package for Julia
bias-correction climate-analysis climate-indices climate-science julia multiple-threads netcdf-files parallel-computing timeseries
Language:Julia 115
ResponsiblyAI / responsibly
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
python machine-learning artificial-intelligence fairness bias data-science ethics fairness-ml fairness-ai fairness-testing machine-bias fairness-awareness-model bias-correction natural-language-processing bias-reduction bias-finder audit
Language:Python 88
python-cmethods
btschwertfeger / python-cmethods
A collection of bias correction techniques written in Python - for climate sciences.
bias-adjustment bias-correction climate-data climate-science delta-method linear-scaling variance-scaling quantile-delta-mapping quantile-mapping delta-change-method climate-data-analysis python-module detrended-quantile-mapping python reanalysis cdf
Language:Python 41
EqualityAI / EqualityML
Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.
bias bias-correction bias-mitigation data-science fair fairness fairness-ml machine-learning biases
Language:Jupyter Notebook 29
mlr-org / mcboost
Multi-Calibration & Multi-Accuracy Boosting for R
machine-learning classification fairness fairness-ml fairness-ai responsible-ai bias-correction bias-detection post-processing ethics
Language:R 28
HonestyMeter
BetterForAll / HonestyMeter
HonestyMeter: An NLP-powered framework for evaluating objectivity and bias in media content, detecting manipulative techniques, and providing actionable feedback.
bias-correction bias-detection llm media-analytics objectivity-detection
Language:JavaScript 26
AgroClimaticTools / CDBC
Climate Data Bias Corrector: A tool to bias correct the Global Climate Model (GCM)/ Regional Climate Model (RCM) simulated future climatic daily projections.
python3 python pyqt4-interface bias-correction quantile-mapping agro-climatic-tools climate-data weather-data
Language:Python 24
adamlilith / enmSdmX
Tools for Modeling Niches and Distributions of Species
bias-correction biogeography ecological-niche-modeling ecological-niche-modelling niche-modeling niche-modelling species-distribution-modeling
Language:R 20
valeria-io / bias-in-credit-models
Examples of unfairness detection for a classification-based credit model
fairness fairness-ai fairness-testing ethical-data-science bias-detection bias-correction
Language:Jupyter Notebook 19
SSQ / Coursera-Ng-Improving-Deep-Neural-Networks-Hyperparameter-tuning-Regularization-and-Optimization
Short description for quick search
initialization gradient-check l2-regularization dropout mini-batch-gradient-descent exponentially-weighted-averages bias-correction momentum rmsprop adam-optimizer learning-rate-decay batch-normalization softmax-regression tensorflow
Language:Python 17
rsasaki0109 / imu_estimator
attitude estimator with gyro bias correction
bias-correction ekf imu
Language:C++ 15
krangelie / bias-in-german-nlg
Master thesis: Exploring bias in German NLG (GPT-3 & GerPT-2). Applies regard classification and bias mitigation triggers.
natural-language-processing nlp text-classification bias-detection bias-correction german-nlp natural-language-generation ethical-ai ethical-artificial-intelligence
Language:Jupyter Notebook 14
weather_forecast_bias_correction
ldicarlo1 / weather_forecast_bias_correction
A simple bias correction of temperature, dew point, and 10m wind speeds for the GFS, HRRR, and ECMWF models for two US locations.
weather-forecast weather bias-correction gfs ecmwf hrrr temperature-correction gradient-boosting machine-learning presentation python
Language:Jupyter Notebook 11
IQTLabs / daisybell
Scan your AI/ML models for problems before you put them into production.
bias-correction bias-detection model-poison cybersecurity ai-alignment ai-assurance ai-safety
Language:Python 9
mammask / droughtR
An R package for non-stationary meteorological drought monitoring
bias bias-correction forecasting hydrology time-series
Language:R 9
lizanafj / ensemble-bias-correction
Bias correction method using quantile mapping
bias bias-correction climate
Language:Python 8
JMitnik / FacialDebiasing
Debiasing: Mitigating Algorithmic Facial Bias repository
pytorch artificial-intelligence computer-vision data-science python fairness-ai bias-correction
Language:Jupyter Notebook 7
BiasAdjustCXX
btschwertfeger / BiasAdjustCXX
Bias correction command-line tool for climatic research written in C++
bias-adjustment bias-correction climate-data climate-science climate-prediction correction quantile-mapping scaling-algorithms linear-scaling quantile-delta-mapping variance-scaling delta-method time-series-analysis post-processing docker docker-image bias-reduction cdf command-line-tool reanalysis
Language:C++ 6
bias-mitigation
CDEIUK / bias-mitigation
Machine Learning Bias Mitigation
machine-learning ai-safety bias-correction fairness-ml fairness-ai machine-learning-models fairness-testing
Language:Jupyter Notebook 6
ehsansaleh / code_firth
This repository contains the main ResNet backbone experiments conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Shot Classification".
bias-correction computer-vision few-shot-classifcation few-shot-learning
Language:Python 4
jtonglet / Twitter-Selection-Bias
Code accompanying the thesis project: "Understanding and Correcting Selection Bias in the Sentiments derived from Flemish Tweets".
twitter social-media-analysis bias-correction resampling selection-bias
Language:R 4
Wazzabeee / Bias-Mitigation-In-LLM
Research POC on the mitigation of bias in large language models (FLAN-T5 and Bloomz) through fine-tuning.
bias-correction bias-mitigation bloomz fine-tuning flan-t5 huggingface large-language-models llm nlp prompting crowspairs stereoset
Language:Jupyter Notebook 4
saulgoodenough / pad_bias_correction
Source code of age-level bias correction
age bias-correction brain regression
Language:Python 3
Tarela / SELMA
Intrinsic bias estimation for improved analysis of bulk and single-cell chromatin accessibility profiles using SELMA
atac-seq bias-correction intrinsic-cleavage-bias
Language:Python 3
alexpron / mrproc
Magnetic Resonance Imaging data processing pipelines with a strong emphasis on the diffusion weighted MRI (DWI) modality and tractogram estimation
diffusion-mri bias-correction spherical-deconvolution tractography filtering structural-connectomes
Language:Python 2
elmomoilanen / Bootstrap-sampling-distribution
Use bootstrap resampling to estimate the sampling distribution of a statistic
bias-correction confidence-interval python resampling sampling-distribution skew-correction statistical-inference statistics
Language:Python 2
kapsner / BiasCorrector
R package providing a shiny GUI to the functions implemented in rBiasCorrection
bias-correction cran gene-methylation genetics gui pcr r r-package shiny
Language:R 2
mobashgr / WeLT
A cost-sensitive BERT that handles the class imbalance for the task of biomedical NER.
biomedical-applications cost-sensitive-learning ner biobert pubmed scibert bias bias-correction bioner bionlp
Language:Python 2
morchalabi / COMPARE-suite
Novel ultrafast suite for high-throughput & high-content multiparameter screening as in drug discovery. It has unique modules for QC, bias correction, similarity measurement, clustering and visualization. It can process hundreds of samples with many markers in a few hours not days & circumvents bath effect. It couples with any plate reader.
high-throughput-screening high-content-screening flow-cytometry mass-cytometry pipeline clustering quality-control bias-correction similarity-measures visualization
Language:R 2
sabagh1994 / code_dcf
This repository contains the firth bias reduction experiments on the few-shot distribution calibration method conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Shot Classification".
bias-correction computer-vision few-shot-classifcation few-shot-learning firth-bias-reduction
Language:Python 2
shuowencs / indirect-inference-panel
Indirect inference bias correction for nonlinear panel
simulation-based-optimization bias-correction
Language:R 2
srijansood / debias-word-embeddings
Tackling Gender and Race bias in Word Embeddings
natural-language-processing fairness word2vec embeddings bias-correction
Language:Jupyter Notebook 2
bijoychandraAU / Temporal-disaggregation-of-precipitation
R code for generating the projected 15-min precipitation.
precipitation-data bias-correction climate-model
Language:R 1
shubhangkhattar / Mask-Classification-Using-CNN-Artificial-Intelligence
Deep Learning Convolutional Neural Network (CNN) using PyTorch and train it to recognize five different classes: (1) Person without a face mask, (2) Person with a “community” (cloth) face mask, (3) Person with a “surgical” (procedural) mask, (4) Person with a “FFP2/N95/KN95”-type mask (you do not have to distinguish between them), and (5) Person with a FFP2/N95/KN95 mask that has a valve. You do not have to consider other mask types (e.g., FFP3), face shields, full/half-face respirators, PPEs, or images that do not show a single face (e.g., groups of people).
artificial-intelligence bias-correction bias-detection cnn convolutional-neural-networks deep-learning face-detection k-fold-cross-validation pytorch
Language:Jupyter Notebook 1

bias-correction

Trusted-AI / AIF360

Nicholasli1995 / EvoSkeleton

JuliaClimate / ClimateTools.jl

ResponsiblyAI / responsibly

btschwertfeger / python-cmethods

EqualityAI / EqualityML

mlr-org / mcboost

BetterForAll / HonestyMeter

AgroClimaticTools / CDBC

adamlilith / enmSdmX

valeria-io / bias-in-credit-models

SSQ / Coursera-Ng-Improving-Deep-Neural-Networks-Hyperparameter-tuning-Regularization-and-Optimization

rsasaki0109 / imu_estimator

krangelie / bias-in-german-nlg

ldicarlo1 / weather_forecast_bias_correction

IQTLabs / daisybell

mammask / droughtR

lizanafj / ensemble-bias-correction

JMitnik / FacialDebiasing

btschwertfeger / BiasAdjustCXX

CDEIUK / bias-mitigation

ehsansaleh / code_firth

jtonglet / Twitter-Selection-Bias

Wazzabeee / Bias-Mitigation-In-LLM

saulgoodenough / pad_bias_correction

Tarela / SELMA

alexpron / mrproc

elmomoilanen / Bootstrap-sampling-distribution

kapsner / BiasCorrector

mobashgr / WeLT

morchalabi / COMPARE-suite

sabagh1994 / code_dcf

shuowencs / indirect-inference-panel

srijansood / debias-word-embeddings

bijoychandraAU / Temporal-disaggregation-of-precipitation

shubhangkhattar / Mask-Classification-Using-CNN-Artificial-Intelligence