machine-learning-experiments
lucid
machine-learning-experiments | lucid | |
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8 | 2 | |
1,602 | 4,613 | |
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2.6 | 0.0 | |
4 months ago | about 1 year ago | |
Jupyter Notebook | Jupyter Notebook | |
MIT License | Apache License 2.0 |
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machine-learning-experiments
lucid
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[D] Open source projects for interpretability
You should check out Captum for PyTorch: https://captum.ai/ and tf-explain or lucid (this one is the framework used by distill) for Tensorflow although I think they are both oriented towards Vision interpretability (not sure if you are looking for that).
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[D] Objective of openAIs Microscope
The optimization objective is trying to find the image that maximizes the activation of a chosen channel/neuron. It uses a process similar to the one in the Lucid (tensorflow) / Lucent (pytorch) library. There are great notebooks included with the libraries and this article has an in-depth explanation of the optimization objectives.
What are some alternatives?
Torrent-To-Google-Drive-Downloader-v3 - Simple notebook to stream torrent files to Google Drive using Google Colab and python3.
captum - Model interpretability and understanding for PyTorch
osumapper - An automatic beatmap generator using Tensorflow / Deep Learning.
shap - A game theoretic approach to explain the output of any machine learning model.
lama - 🦙 LaMa Image Inpainting, Resolution-robust Large Mask Inpainting with Fourier Convolutions, WACV 2022
lucent - Lucid library adapted for PyTorch
PConv-Keras - Unofficial implementation of "Image Inpainting for Irregular Holes Using Partial Convolutions". Try at: www.fixmyphoto.ai
pyprobml - Python code for "Probabilistic Machine learning" book by Kevin Murphy
Hands-On-Meta-Learning-With-Python - Learning to Learn using One-Shot Learning, MAML, Reptile, Meta-SGD and more with Tensorflow
ML-Workspace - 🛠 All-in-one web-based IDE specialized for machine learning and data science.
Colab-Crypto-Mining - Cryptocurrency Mining Experiments on Google CoLab Notebooks
Animender - An AI that recommends anime based on personal history.