Python explainable-ml

Open-source Python projects categorized as explainable-ml
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Topics: #explainable-ai #Machine Learning #xai #Deep Learning #Pytorch
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Top 14 Python explainable-ml Projects

  • MindsDB

    MindsDB is a Server for Artificial Intelligence Logic. Enabling developers to ship AI powered projects to production in a fast and scalable way.

    Project mention: Eva AI-Relational Database System | news.ycombinator.com | 2023-05-12

  • pytorch-grad-cam

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

    Project mention: Which layers are doing image segmentation on AutoEncoders/U-NET? | /r/computervision | 2022-07-10

    https://github.com/jacobgil/pytorch-grad-cam.

  • Sonar

    Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.

  • AIX360

    Interpretability and explainability of data and machine learning models

    Project mention: [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process? | /r/MachineLearning | 2022-10-28

  • DALEX

    moDel Agnostic Language for Exploration and eXplanation

  • DiCE

    Generate Diverse Counterfactual Explanations for any machine learning model.

    Project mention: [D] Have researchers given up on traditional machine learning methods? | /r/MachineLearning | 2023-01-31

    - all domains requiring high interpretability absolutely ignore deep learning at all, and put all their research into traditional ML; see e.g. counterfactual examples, important interpretability methods in finance, or rule-based learning, important in medical or law applications

  • 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)

  • InfluxDB

    Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.

  • shapley

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

  • explainable-cnn

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

  • sagemaker-explaining-credit-decisions

    Amazon SageMaker Solution for explaining credit decisions.

  • TalkToModel

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

    Project mention: [R] TalkToModel: Understanding Machine Learning Models With Open Ended Dialogues | /r/MachineLearning | 2022-09-19

    Code: https://github.com/dylan-slack/TalkToModel

  • cnn-raccoon

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

  • ContrXT

    a tool for comparing the predictions of any text classifiers

  • XAI

    Genetic programming method for explaining complex black-box models

  • SaaSHub

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

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). The latest post mention was on 2023-05-12.

Python explainable-ml related posts

Index

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

Project Stars
1 MindsDB 16,395
2 pytorch-grad-cam 7,512
3 AIX360 1,338
4 DALEX 1,207
5 DiCE 1,091
6 tf-keras-vis 275
7 CARLA 234
8 shapley 198
9 explainable-cnn 195
10 sagemaker-explaining-credit-decisions 88
11 TalkToModel 59
12 cnn-raccoon 31
13 ContrXT 22
14 XAI 16

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