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Top 4 Python interpretable-ai Projects
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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.
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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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Machine-Learning
Material related to my book Intuitive Machine Learning. Some of this material is also featured in my new book Synthetic Data and Generative AI. (by VincentGranville)
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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.
Project mention: Show HN: Open-Sourcing Google's Lattice Models in PyTorch | news.ycombinator.com | 2023-11-15
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 interpretable-ai related posts
- [D] [R] Research Problem about Weakly Supervised Learning for CT Image Semantic Segmentation
- [D] Off-the-shelf image saliency scoring models?
- Can you interrogate a machine learning model to find out why it gave certain predictions?
- What kind of explainability techniques exist for Reinforcement learning?
- [D] How do you choose which Black-Box Explainability method to use?
- DeepLIFT or other explainable api implementations for JAX (like captum for pytorch)?
- how to extract features from a (CNN) convolutional network having raw data with (XAI) explainable techinques?
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A note from our sponsor - InfluxDB
www.influxdata.com | 27 Apr 2024
Index
What are some of the best open-source interpretable-ai projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | pytorch-grad-cam | 9,410 |
| 2 | captum | 4,568 |
| 3 | Machine-Learning | 86 |
| 4 | pytorch-lattice | 25 |
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