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Top 14 Python explainable-ml Projects
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MindsDB
MindsDB is a Server for Artificial Intelligence Logic. Enabling developers to ship AI powered projects to production in a fast and scalable way.
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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 | 2022-07-10https://github.com/jacobgil/pytorch-grad-cam.
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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.
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Project mention: [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process? | /r/MachineLearning | 2022-10-28
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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
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CARLA
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms (by carla-recourse)
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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.
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shapley
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
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explainable-cnn
📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.
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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 | 2022-09-19Code: https://github.com/dylan-slack/TalkToModel
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cnn-raccoon
Create interactive dashboards for your Convolutional Neural Networks with a single line of code!
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SaaSHub
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Python explainable-ml related posts
- Evaluate and Track Your LLM Experiments: Introducing TruLens for LLMs
- [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?
- Deploying a LightGBM classifier as a AWS Sagemaker endpoint?
- University of Tübingen Researchers Open-Source ‘CARLA’, A Python Library for Benchmarking Counterfactual Explanation Methods Across Data Sets and Machine Learning Models
- Ask the Experts: AWS Data Science and ML Experts - - Mar 9th @ 8AM ET / 1PM GMT!
- CNN Racoon - Library for creating interactive dashboards for Convolutional Neural Networks
- CNN Racoon - Library for creating interactive dashboards for Convolutional Neural Networks
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A note from our sponsor - #<SponsorshipServiceOld:0x00007f0922daab88>
www.saashub.com | 8 Jun 2023
Index
What are some of the best open-source explainable-ml projects in Python? This list will help you:
Project | Stars | |
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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 |