Awesome Open Source
Awesome Open Source
Combined Topics
interpretability x

The Top 284 Interpretability Open Source Projects

Categories > Machine Learning > Interpretability
Shap ⭐ 17,624
A game theoretic approach to explain the output of any machine learning model.
dependent packages 207total releases 95most recent commit 2 days agopypi shap} Downloads
Awesome Production Machine Learning ⭐ 12,275
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
most recent commit 19 days ago
Pytorch Grad Cam ⭐ 5,855
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
dependent packages 1total releases 25most recent commit 15 days agopypi grad-cam} Downloads
Interpret ⭐ 5,007
Fit interpretable models. Explain blackbox machine learning.
dependent packages 15total releases 37most recent commit a day agopypi interpret} Downloads
Lucid ⭐ 4,232
A collection of infrastructure and tools for research in neural network interpretability.
total releases 17most recent commit a year ago
Captum ⭐ 3,466
Model interpretability and understanding for PyTorch
dependent packages 23total releases 8most recent commit 2 days agopypi captum} Downloads
Awesome Machine Learning Interpretability ⭐ 2,421
A curated list of awesome machine learning interpretability resources.
most recent commit 9 months ago
Stellargraph ⭐ 2,327
StellarGraph - Machine Learning on Graphs
dependent packages 3total releases 24most recent commit 7 months agopypi stellargraph} Downloads
Shapash ⭐ 1,988
🔅 Shapash makes Machine Learning models transparent and understandable by everyone
dependent packages 1total releases 24most recent commit 3 days agopypi shapash} Downloads
Alibi ⭐ 1,793
Algorithms for explaining machine learning models
dependent packages 15total releases 26most recent commit 2 days agopypi alibi} Downloads
Awesome Federated Learning ⭐ 1,481
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
most recent commit a month ago
Dalex ⭐ 1,101
moDel Agnostic Language for Exploration and eXplanation
dependent packages 22total releases 28most recent commit a month ago
Torch Cam ⭐ 1,021
Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)
total releases 6most recent commit 15 days ago
Tf Explain ⭐ 934
Interpretability Methods for tf.keras models with Tensorflow 2.x
dependent packages 6total releases 8most recent commit 3 months agopypi tf-explain} Downloads
Imodels ⭐ 915
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 2total releases 26most recent commit 14 days agopypi imodels} Downloads
Transformers Interpret ⭐ 796
Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.
dependent packages 2total releases 23most recent commit 21 days agopypi transformers-interpret} Downloads
Ad_examples ⭐ 738
A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.
most recent commit 8 months ago
Awesome Explainable Ai ⭐ 727
A collection of research materials on explainable AI/ML
most recent commit 9 days ago
Xai ⭐ 720
XAI - An eXplainability toolbox for machine learning
total releases 6most recent commit a year ago
Grad Cam ⭐ 652
[ICCV 2017] Torch code for Grad-CAM
most recent commit 6 years ago
Xai_resources ⭐ 634
Interesting resources related to XAI (Explainable Artificial Intelligence)
most recent commit 9 months ago
Deeplift ⭐ 584
Public facing deeplift repo
dependent packages 2total releases 13most recent commit a year agopypi deeplift} Downloads
Flashtorch ⭐ 581
Visualization toolkit for neural networks in PyTorch! Demo -->
total releases 12most recent commit a year ago
Tcav ⭐ 535
Code for the TCAV ML interpretability project
dependent packages 2total releases 4most recent commit a month agopypi tcav} Downloads
Decision Forests ⭐ 505
A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models in Keras.
dependent packages 1total releases 19most recent commit a day agopypi tensorflow-decision-forests} Downloads
Interpretable_machine_learning_with_python ⭐ 472
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
most recent commit 2 years ago
Neural Backed Decision Trees ⭐ 445
Making decision trees competitive with neural networks on CIFAR10, CIFAR100, TinyImagenet200, Imagenet
most recent commit a year ago
Facet ⭐ 418
Human-explainable AI.
total releases 18most recent commit 7 days ago
Mli Resources ⭐ 405
H2O.ai Machine Learning Interpretability Resources
most recent commit 2 years ago
Transformer Mm Explainability ⭐ 399
[ICCV 2021- Oral] Official PyTorch implementation for Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers, a novel method to visualize any Transformer-based network. Including examples for DETR, VQA.
most recent commit 3 months ago
Explainx ⭐ 322
Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ [email protected]
total releases 56most recent commit 21 days ago
Xplique ⭐ 301
👋 Xplique is a Neural Networks Explainability Toolbox
most recent commit 14 days ago
Aspect Based Sentiment Analysis ⭐ 295
💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)
total releases 8most recent commit a year ago
Modelstudio ⭐ 261
📍 Interactive Studio for Explanatory Model Analysis
total releases 17most recent commit 4 months ago
Awesome_deep_learning_interpretability ⭐ 250
深度学习近年来关于神经网络模型解释性的相关高引用/顶会论文(附带代码)
most recent commit 2 years ago
Pyss3 ⭐ 243
A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI )
total releases 29most recent commit 6 months ago
Quantus ⭐ 235
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
total releases 6most recent commit 6 hours ago
Yggdrasil Decision Forests ⭐ 208
A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models.
most recent commit a day ago
Awesome Fairness In Ai ⭐ 168
A curated list of awesome Fairness in AI resources
most recent commit a year ago
Awesome Computer Vision ⭐ 167
Awesome Resources for Advanced Computer Vision Topics
most recent commit 2 months ago
Adversarial Explainable Ai ⭐ 148
💡 Adversarial attacks on model explanations, and evaluation approaches
most recent commit 3 months ago
Diffusers Interpret ⭐ 143
Diffusers-Interpret 🤗🧨🕵️‍♀️: Model explainability for 🤗 Diffusers. Get explanations for your generated images.
most recent commit a day ago
Qaconv ⭐ 141
Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting
most recent commit 4 months ago
Sage ⭐ 133
For calculating global feature importance using Shapley values.
total releases 4most recent commit 3 months ago
Ferret ⭐ 125
A python package for benchmarking interpretability techniques.
total releases 9most recent commit a month ago
Visualizing Cnns For Monocular Depth Estimation ⭐ 120
official implementation of "Visualization of Convolutional Neural Networks for Monocular Depth Estimation"
most recent commit 4 months ago
Visual Attribution ⭐ 117
Pytorch Implementation of recent visual attribution methods for model interpretability
most recent commit 3 years ago
Lrp_for_lstm ⭐ 115
Layer-wise Relevance Propagation (LRP) for LSTMs
most recent commit 2 years ago
Thermostat ⭐ 100
Collection of NLP model explanations and accompanying analysis tools
total releases 4most recent commit 3 months ago
Hierarchical Dnn Interpretations ⭐ 95
Using / reproducing ACD from the paper "Hierarchical interpretations for neural network predictions" 🧠 (ICLR 2019)
total releases 7most recent commit a year ago
Zennit ⭐ 90
Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.
dependent packages 2total releases 14most recent commit 2 days agopypi zennit} Downloads
Pycebox ⭐ 89
⬛ Python Individual Conditional Expectation Plot Toolbox
most recent commit 3 years ago
Xaience ⭐ 88
All about explainable AI, algorithmic fairness and more
most recent commit a month ago
Breakdown ⭐ 87
Model Agnostics breakDown plots
dependent packages 6total releases 6most recent commit 3 years ago
Warpedganspace ⭐ 85
Authors official PyTorch implementation of the "WarpedGANSpace: Finding non-linear RBF paths in GAN latent space" [ICCV 2021].
most recent commit 4 months ago
Conceptbottleneck ⭐ 83
Concept Bottleneck Models, ICML 2020
most recent commit 15 days ago
Secml ⭐ 82
A Python library for Secure and Explainable Machine Learning
most recent commit 4 days ago
Openxai ⭐ 81
OpenXAI : Towards a Transparent Evaluation of Model Explanations
most recent commit 2 months ago
Rome ⭐ 80
Locating and editing factual associations in pre-trained transformers
most recent commit 16 days ago
Reverse Engineering Neural Networks ⭐ 74
A collection of tools for reverse engineering neural networks.
total releases 9most recent commit 2 years ago
Deep Explanation Penalization ⭐ 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
most recent commit 2 years ago
Asent ⭐ 71
Asent is a python library for performing efficient and transparent sentiment analysis using spaCy.
total releases 19most recent commit 3 days ago
Knowledge Neurons ⭐ 71
A library for finding knowledge neurons in pretrained transformer models.
most recent commit 8 months ago
Awesome Artificial Intelligence Research ⭐ 70
A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.
most recent commit 5 months ago
Ibreakdown ⭐ 68
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
dependent packages 4total releases 8most recent commit 8 months ago
Explainableai.jl ⭐ 68
XAI in Julia using Flux.
most recent commit a month ago
Dir Gnn ⭐ 64
Official code of "Discovering Invariant Rationales for Graph Neural Networks" (2022 ICLR)
most recent commit a month ago
Gsat ⭐ 63
[ICML 2022] Graph Stochastic Attention (GSAT) for interpretable and generalizable graph learning.
most recent commit 7 days ago
Explanation_explorer ⭐ 62
A user interface to interpret machine learning models.
most recent commit 3 years ago
Cade ⭐ 61
Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications
most recent commit 7 months ago
Cxplain ⭐ 59
Causal Explanation (CXPlain) is a method for explaining the predictions of any machine-learning model.
most recent commit 3 years ago
Summit ⭐ 59
🏔️ Summit: Scaling Deep Learning Interpretability by Visualizing Activation and Attribution Summarizations
most recent commit 3 years ago
Gam Changer ⭐ 57
Editing machine learning models to reflect human knowledge and values
most recent commit 2 months ago
Fat Forensics ⭐ 57
Modular Python Toolbox for Fairness, Accountability and Transparency Forensics
total releases 5most recent commit 14 days ago
Interpretability By Parts ⭐ 55
[CVPR 2020 Oral] Interpretable and Accurate Fine-grained Recognition via Region Grouping
most recent commit 2 years ago
Trelawney ⭐ 55
General Interpretability Package
total releases 4most recent commit 3 years ago
Representer_point_selection ⭐ 53
code release for Representer point Selection for Explaining Deep Neural Network in NeurIPS 2018
most recent commit a year ago
Xai Iml Sota ⭐ 50
Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.
most recent commit 7 days ago
Athena ⭐ 48
Automatic equation building and curve fitting. Runs on Tensorflow. Built for academia and research.
most recent commit 4 years ago
Bayesgrad ⭐ 48
BayesGrad: Explaining Predictions of Graph Convolutional Networks
most recent commit 3 years ago
Fooling Lime Shap ⭐ 47
Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)
most recent commit 8 months ago
Neuron Importance Zsl ⭐ 47
[ECCV 2018] code for Choose Your Neuron: Incorporating Domain Knowledge Through Neuron Importance
most recent commit 4 years ago
Prototree ⭐ 46
ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021
most recent commit 3 months ago
Text_nn ⭐ 44
Text classification models. Used a submodule for other projects.
most recent commit 3 years ago
Contrastiveexplanation ⭐ 41
Contrastive Explanation (Foil Trees), developed at TNO/Utrecht University
most recent commit 7 months ago
Spine ⭐ 38
Code for SPINE - Sparse Interpretable Neural Embeddings. Jhamtani H.*, Pruthi D.*, Subramanian A.*, Berg-Kirkpatrick T., Hovy E. AAAI 2018
most recent commit 3 years ago
Concept Based Xai ⭐ 37
Library implementing state-of-the-art Concept-based and Disentanglement Learning methods for Explainable AI
most recent commit 2 months ago
Neuron Descriptions ⭐ 36
Natural Language Descriptions of Deep Visual Features, ICLR 2022
most recent commit 16 days ago
Rrl ⭐ 35
The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification".
most recent commit 8 months ago
Live ⭐ 35
Local Interpretable (Model-agnostic) Visual Explanations - model visualization for regression problems and tabular data based on LIME method. Available on CRAN
total releases 10most recent commit 3 years ago
Rrr ⭐ 34
Code/figures in Right for the Right Reasons
most recent commit 2 years ago
Lda4rec ⭐ 34
🧮 Extended Latent Dirichlet Allocation for Collaborative Filtering in Recommender Systems.
most recent commit 5 months ago
Vog ⭐ 34
Estimating Example Difficulty using Variance of Gradients
most recent commit 3 months ago
Contraclip ⭐ 33
Authors official PyTorch implementation of the "ContraCLIP: Interpretable GAN generation driven by pairs of contrasting sentences".
most recent commit a month ago
Adaptive Wavelets ⭐ 32
Adaptive, interpretable wavelets across domains (NeurIPS 2021)
most recent commit 8 months ago
Glcapsnet ⭐ 32
Global-Local Capsule Network (GLCapsNet) is a capsule-based architecture able to provide context-based eye fixation prediction for several autonomous driving scenarios, while offering interpretability both globally and locally.
most recent commit 2 years ago
Graphxai ⭐ 31
GraphXAI: Resource to support the development and evaluation of GNN explainers
most recent commit a month ago
Adversarial Robustness Public ⭐ 30
Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"
most recent commit 5 years ago
Talktomodel ⭐ 30
TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
most recent commit 8 days ago
Debug Mistakes Cce ⭐ 29
Meaningfully debugging model mistakes with conceptual counterfactual explanations. ICML 2022
most recent commit 3 months ago
1-100 of 284 projects
Categories
Advertising 📦 8
All Projects
Application Programming Interfaces 📦 107
Applications 📦 174
Artificial Intelligence 📦 69
Blockchain 📦 66
Build Tools 📦 105
Cloud Computing 📦 68
Code Quality 📦 24
Collaboration 📦 27
Command Line Interface 📦 38
Community 📦 79
Companies 📦 60
Compilers 📦 59
Computer Science 📦 73
Configuration Management 📦 37
Content Management 📦 153
Control Flow 📦 187
Data Formats 📦 72
Data Processing 📦 249
Data Storage 📦 116
Economics 📦 56
Frameworks 📦 178
Games 📦 110
Graphics 📦 92
Hardware 📦 137
Integrated Development Environments 📦 43
Learning Resources 📦 139
Legal 📦 24
Libraries 📦 117
Lists Of Projects 📦 19
Machine Learning 📦 313
Mapping 📦 57
Marketing 📦 15
Mathematics 📦 54
Media 📦 214
Messaging 📦 96
Networking 📦 292
Operating Systems 📦 72
Operations 📦 114
Package Managers 📦 50
Programming Languages 📦 173
Runtime Environments 📦 90
Science 📦 42
Security 📦 342
Social Media 📦 23
Software Architecture 📦 65
Software Development 📦 60
Software Performance 📦 53
Software Quality 📦 116
Text Editors 📦 40
Text Processing 📦 118
User Interface 📦 291
User Interface Components 📦 440
Version Control 📦 26
Virtualization 📦 63
Web Browsers 📦 35
Web Servers 📦 23
Web User Interface 📦 167
Top Programming Languages
Javascript  (1,094,037)
Python  (840,414)
Java  (397,395)
Php  (290,328)
Typescript  (268,309)
C Plus Plus  (246,633)
Ruby  (222,759)
C  (186,614)
Shell  (175,998)
C Sharp  (170,046)
Golang  (164,214)
Swift  (66,872)
Rust  (62,068)
R  (59,764)
Objective C  (57,102)
Dart  (56,427)
Kotlin  (49,411)
Lua  (35,789)
Matlab  (31,839)
Perl  (30,653)
Language  (29,993)
Scala  (28,949)
Haskell  (20,641)
Powershell  (19,571)
Clojure  (19,293)
Bash  (18,889)
Coffeescript  (17,225)
Elixir  (16,960)
Assembly  (15,031)
Julia  (13,341)
Processing  (13,290)
Basic  (10,703)
Emacs Lisp  (10,579)
Flow  (10,541)
Erlang  (9,071)
Solidity  (9,001)
Groovy  (8,486)
Scheme  (8,422)
Ocaml  (6,810)
Pascal  (6,584)
Hack  (6,471)
Lisp  (6,344)
Fortran  (5,662)
Elm  (5,508)
Common Lisp  (5,387)
Dlang  (4,766)
Shell Script  (4,737)
Python Library  (4,473)
Crystal  (4,404)
Scripting  (4,222)
Top Projects
Freecodecamp ⭐ 354,843
996.icu ⭐ 263,876
Free Programming Books ⭐ 250,837
Coding Interview University ⭐ 235,070
Awesome ⭐ 221,638
Developer Roadmap ⭐ 213,845
Public Apis ⭐ 210,596
Vue ⭐ 199,794
System Design Primer ⭐ 198,956
React ⭐ 195,638
Tensorflow ⭐ 168,180
Build Your Own X ⭐ 166,540
Bootstrap ⭐ 159,827
You Dont Know Js ⭐ 159,180
Cs Notes ⭐ 156,901
Javascript Algorithms ⭐ 152,260
Ohmyzsh ⭐ 150,775
Python ⭐ 146,191
Flutter ⭐ 145,515
Awesome Python ⭐ 143,628
Gitignore ⭐ 139,112
Linux ⭐ 139,082
Vscode ⭐ 137,291
Javaguide ⭐ 127,697
Javascript ⭐ 127,656
Python 100 Days ⭐ 125,388
Computer Science ⭐ 124,972
Youtube Dl ⭐ 113,923
The Art Of Command Line ⭐ 111,100
Fucking Algorithm ⭐ 110,756
React Native ⭐ 105,160
Awesome Selfhosted ⭐ 104,987
Go ⭐ 104,367
Electron ⭐ 103,956
30 Seconds Of Code ⭐ 102,805
D3 ⭐ 101,796
Create React App ⭐ 97,252
Axios ⭐ 96,153
Free Programming Books Zh_cn ⭐ 94,901
Next.js ⭐ 93,467
Kubernetes ⭐ 92,587
Node ⭐ 90,750
Awesome Go ⭐ 88,997
Three.js ⭐ 85,836
Deno ⭐ 85,654
Terminal ⭐ 85,514
Typescript ⭐ 84,748
Angular ⭐ 84,154
Ant Design ⭐ 82,109
Material Ui ⭐ 81,757
Privacy | About | Terms | Follow Us On Twitter

Downloads, Dependent Repos, Dependent Packages, Total Releases, Latest Releases data powered by Libraries.io.

Copyright 2018-2022 Awesome Open Source.  All rights reserved.