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Search results for jupyter notebook fairness
fairness
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jupyter-notebook
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52 search results found
Responsible Ai Toolbox
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1,187
Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.
Interpretable_machine_learning_with_python
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629
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
Mli Resources
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405
H2O.ai Machine Learning Interpretability Resources
Easyfl
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395
An experimental platform to quickly realize and compare with popular centralized federated learning algorithms. A realization of federated learning algorithm on fairness (FedFV, Federated Learning with Fair Averaging, https://fanxlxmu.github.io/publication/ijcai2021/) was accepted by IJCAI-21 (https://www.ijcai.org/proceedings/2021/223).
Fairness Indicators
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327
Tensorflow's Fairness Evaluation and Visualization Toolkit
Seai
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299
CMU Lecture: Machine Learning In Production / AI Engineering / Software Engineering for AI-Enabled Systems (SE4AI)
Image Crop Analysis
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198
Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency
Fairness In Ml
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88
This repository contains the full code for the "Towards fairness in machine learning with adversarial networks" blog post.
Cqr
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87
Conformalized Quantile Regression
Deep Explanation Penalization
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74
Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584
Dynamic Fairness
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73
Dynamic Fair Rankings
Fairness_tutorial
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65
Hands-on tutorial on ML Fairness
Themis Ml
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55
A library that implements fairness-aware machine learning algorithms
Moral Foundations
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35
Additional material for the paper "MoralStrength: Exploiting a Moral Lexicon and Embedding Similarity for Moral Foundations Prediction"
Chexclusion
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32
Code for the paper https://arxiv.org/abs/2003.00827
Gwu_rml
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30
Fair Ml Reading Group
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25
Reading history for Fair ML Reading Group in Melbourne
Equalityml
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24
Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.
Fairmlhealth
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20
Healthcare-specific tools for bias analysis
Ensure Loan Fairness Aif360
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19
A demonstration of the AI Fairness 360 toolbox for bias metrics, explanations, and remediation. Code Pattern: https://developer.ibm.com/patterns/ensuring-fairne
Fairrecsys
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17
Python scripts for studying bias in recommender systems
Fairlib
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17
A framework for assessing and improving classification fairness.
Interpretable Ml
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17
Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.
Uva Fact Ai Course
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15
This repository contains implementations of algorithms proposed in recent papers from top machine learning conferences on Fairness, Accountability, Confidentiality, and Transparency (FACT). These were implemented as part of the FACT-AI course at the University of Amsterdam.
Gerryfair
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15
library for fair auditing and learning of classifiers with respect to rich subgroup fairness.
Bias In Credit Models
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13
Examples of unfairness detection for a classification-based credit model
Monitor Wml Model With Watson Openscale
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12
Monitor performance, fairness, and quality of a WML model with AI OpenScale APIs
Trusted Ml Pipelines
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12
Trusted ML Pipeline Tutorial
Interp Workshop 2019
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10
Fairness and Interpretability IACS ComputeFest 2019
Multimodal_fairness
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10
Code for "Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP"
Ml_fairness_ethics_explainability
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10
Fairness, Ethics, Explainability in AI and ML
Responsible Ai Workshop
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9
Responsible AI Workshop: a series of tutorials & walkthroughs to illustrate how put responsible AI into practice
Nifr
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9
Null-sampling for Interpretable and Fair Representations
Recidivismcasestudy
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8
Case study on evaluating statistical tools that predict recidivism.
Cortex Certifai Examples
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8
Cpfairrecsys
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7
[Official Codes] CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender Systems (SIGIR2022)
Ldp Fairness Impact
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7
Repository for the DBSec 2023 paper "(Local) Differential Privacy has NO Disparate Impact on Fairness"
Ai Research Fairsourcing
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7
This project provides actionable insights to improve Fairness and Diversity metrics during the recruiting pipeline of a company. It assesses the impact of each candidate with respect to the team's objectives. You can select the desired dimensions to consider as well as what are the relevant subgroups. Track your progress through time and adapt your targets!
Matching With Gans
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7
Matching in GAN latent space for better bias benchmarking and semantic image editing. 👶🏻🧒🏾👩🏼🦰👱🏽♂️👴🏾
Pranaam
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7
pranaam: predict religion based on name
Bias Detection
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7
Detection of propaganda or partisan allegiance in natural text.
Fair Classification
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7
Code for “Fair and Optimal Classification via Post-Processing”.
Monitor Custom Ml Engine With Watson Openscale
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6
Deploy a Custom Machine Learning engine and Monitor Payload Logging and Fairness using AI OpenScale
Fairdisco
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6
[ECCV Workshop 2022] FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning
Fair Automl
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6
Repo for the paper "Promoting Fairness through Hyperparameter Optimization" @ ICDM 2021
Peeps Chili
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5
Ethics with a side of chili. And peeps.
Especializacaounifacisa2019
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5
Material do Módulo de Machine Learning I - Especialização em Ciência de Dados
Fair Atomic Swap
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5
On the optionality and fairness of Atomic Swaps
Bursting Burden
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5
📝 Accompanying code for our paper "Bursting the Burden Bubble: An Assessment of Sharma et al.’s Counterfactual-Based Fairness Metric"
Wordbias
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5
WordBias: Visualizing Intersectional Social biases encoded in Word Embeddings
Deep Learning Fairness
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5
Wiggum
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5
simpson's paradox inspired fairness forensics
Bpdmtutorial
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5
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