Top 23 explainable-ai Open-Source Projects

• deep-learning-drizzle

  1 11,749 0.0 HTML

  Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

• pytorch-grad-cam

  5 9,410 5.4 Python

  Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

Project mention: Exploring GradCam and More with FiftyOne | dev.to | 2024-02-13

For the two examples we will be looking at, we will be using pytorch_grad_cam, an incredible open source package that makes working with GradCam very easy. There are excellent other tutorials to check out on the repo as well.

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• interpret

  6 5,988 9.7 C++

  Fit interpretable models. Explain blackbox machine learning.

  

• sahi

  11 3,553 6.6 Python

  Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

  

Project mention: How to Detect Small Objects | dev.to | 2024-04-22

An alternative to this is to leverage existing object detection, apply the model to patches or slices of fixed size in our image, and then stitch the results together. This is the idea behind Slicing-Aided Hyper Inference!

• giskard

  7 3,111 10.0 Python

  🐢 Open-Source Evaluation & Testing framework for LLMs and ML models

  

Project mention: Show HN: Evaluate LLM-based RAG Applications with automated test set generation | news.ycombinator.com | 2024-04-11

• awesome-explainable-graph-reasoning

  1 1,934 0.0

  A collection of research papers and software related to explainability in graph machine learning.

  

• AIX360

  2 1,527 8.2 Python

  Interpretability and explainability of data and machine learning models

  

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• DALEX

  2 1,318 5.5 Python

  moDel Agnostic Language for Exploration and eXplanation

  

• imodels

  7 1,290 8.5 Jupyter Notebook

  Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

• DiCE

  2 1,267 8.2 Python

  Generate Diverse Counterfactual Explanations for any machine learning model.

  

• responsible-ai-toolbox

  2 1,208 9.6 TypeScript

  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.

  

• transformers-interpret

  3 1,207 2.9 Jupyter Notebook

  Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

• OmniXAI

  1 805 5.2 Jupyter Notebook

  OmniXAI: A Library for eXplainable AI

  

• vit-explain

  2 708 0.0 Python

  Explainability for Vision Transformers

• Transformer-MM-Explainability

  3 704 0.0 Jupyter Notebook

  [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.

• awesome-open-data-centric-ai

  1 677 5.8

  Curated list of open source tooling for data-centric AI on unstructured data.

• daam

  4 596 5.5 Jupyter Notebook

  Diffusion attentive attribution maps for interpreting Stable Diffusion.

  

• xplique

  1 569 8.4 Python

  👋 Xplique is a Neural Networks Explainability Toolbox

  

Project mention: Xplique Is a Neural Networks Explainability Toolbox | news.ycombinator.com | 2024-02-02

• SymbolicRegression.jl

  3 526 9.7 Julia

  Distributed High-Performance Symbolic Regression in Julia

Project mention: Symbolicregression.jl – High-Performance Symbolic Regression in Julia and Python | news.ycombinator.com | 2023-07-15

• FastTreeSHAP

  7 492 4.4 Python

  Fast SHAP value computation for interpreting tree-based models

  

• tf-keras-vis

  1 305 6.9 Python

  Neural network visualization toolkit for tf.keras

• inseq

  4 295 8.5 Python

  Interpretability for sequence generation models 🐛 🔍

  

• CARLA

  2 263 0.0 Python

  CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms (by carla-recourse)

  

• SaaSHub

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

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• MindsDB AI Database
  1 project | news.ycombinator.com | 28 Jul 2023
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  1 project | dev.to | 2 May 2023
• A note from our sponsor - WorkOS
  workos.com | 27 Apr 2024

  The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →

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