Python explainable-ml

Open-source Python projects categorized as explainable-ml
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Topics: explainable-ai xai Machine Learning Deep Learning interpretable-machine-learning
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Top 17 Python explainable-ml Projects

  • pytorch-grad-cam

    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.

  • AIX360

    Interpretability and explainability of data and machine learning models

  • InfluxDB

    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.

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  • DALEX

    moDel Agnostic Language for Exploration and eXplanation

  • DiCE

    Generate Diverse Counterfactual Explanations for any machine learning model.

  • xplique

    👋 Xplique is a Neural Networks Explainability Toolbox

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

  • tf-keras-vis

    Neural network visualization toolkit for tf.keras

  • CARLA

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

  • SaaSHub

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  • explainable-cnn

    📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.

  • shapley

    The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

  • TalkToModel

    TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!

  • sagemaker-explaining-credit-decisions

    Amazon SageMaker Solution for explaining credit decisions.

  • xplainable

    Real-time explainable machine learning for business optimisation

    • Project mention: Explainable (Structured) Machine Learning Algorithm | /r/Python | 2023-12-05

    Just for some respite from the discussion of our soon-to-be AI overlords (LLMs), I'm one of the contributors to an open-source Python package, Xplainable (https://github.com/xplainable/xplainable). Xplainable is a novel (structured) machine learning algorithm that's inherently explainable, as opposed to being a post-hoc explainer (like SHAP or Lime).

  • cnn-raccoon

    Create interactive dashboards for your Convolutional Neural Networks with a single line of code!

  • pytorch-lattice

    A PyTorch implementation of constrained optimization and modeling techniques

    • Project mention: Show HN: Open-Sourcing Google's Lattice Models in PyTorch | news.ycombinator.com | 2023-11-15

  • ContrXT

    a tool for comparing the predictions of any text classifiers

  • XAI

    Genetic programming method for explaining complex black-box models

  • xi-method

    Xi method

    • Project mention: [P] I created a package implementing a SOTA technique for XAI ( Explainable AI) | /r/MachineLearning | 2023-09-03

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python explainable-ml related posts

  • Explainable (Structured) Machine Learning Algorithm

    1 project | /r/Python | 5 Dec 2023

  • Evaluate and Track Your LLM Experiments: Introducing TruLens for LLMs

    2 projects | news.ycombinator.com | 24 May 2023

  • [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?

    17 projects | /r/MachineLearning | 28 Oct 2022

  • Deploying a LightGBM classifier as a AWS Sagemaker endpoint?

    2 projects | /r/mlops | 25 Aug 2021

  • University of Tübingen Researchers Open-Source ‘CARLA’, A Python Library for Benchmarking Counterfactual Explanation Methods Across Data Sets and Machine Learning Models

    1 project | /r/ArtificialInteligence | 22 Aug 2021

  • Ask the Experts: AWS Data Science and ML Experts - - Mar 9th @ 8AM ET / 1PM GMT!

    1 project | /r/aws | 9 Mar 2021

  • CNN Racoon - Library for creating interactive dashboards for Convolutional Neural Networks

    1 project | /r/AIandRobotics | 8 Jan 2021
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 10 May 2024
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Index

What are some of the best open-source explainable-ml projects in Python? This list will help you:

Project Stars
1 pytorch-grad-cam 9,483
2 AIX360 1,538
3 DALEX 1,326
4 DiCE 1,276
5 xplique 572
6 tf-keras-vis 306
7 CARLA 265
8 explainable-cnn 212
9 shapley 211
10 TalkToModel 102
11 sagemaker-explaining-credit-decisions 94
12 xplainable 52
13 cnn-raccoon 31
14 pytorch-lattice 25
15 ContrXT 24
16 XAI 18
17 xi-method 5

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