lucid
machine-learning-experiments
lucid | machine-learning-experiments | |
---|---|---|
2 | 8 | |
4,613 | 1,605 | |
- | - | |
0.0 | 2.6 | |
about 1 year ago | 4 months ago | |
Jupyter Notebook | Jupyter Notebook | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
lucid
-
[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).
-
[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.
machine-learning-experiments
What are some alternatives?
captum - Model interpretability and understanding for PyTorch
Torrent-To-Google-Drive-Downloader-v3 - Simple notebook to stream torrent files to Google Drive using Google Colab and python3.
shap - A game theoretic approach to explain the output of any machine learning model.
osumapper - An automatic beatmap generator using Tensorflow / Deep Learning.
lucent - Lucid library adapted for PyTorch
lama - 🦙 LaMa Image Inpainting, Resolution-robust Large Mask Inpainting with Fourier Convolutions, WACV 2022
pyprobml - Python code for "Probabilistic Machine learning" book by Kevin Murphy
PConv-Keras - Unofficial implementation of "Image Inpainting for Irregular Holes Using Partial Convolutions". Try at: www.fixmyphoto.ai
ML-Workspace - 🛠 All-in-one web-based IDE specialized for machine learning and data science.
Hands-On-Meta-Learning-With-Python - Learning to Learn using One-Shot Learning, MAML, Reptile, Meta-SGD and more with Tensorflow
Animender - An AI that recommends anime based on personal history.
Colab-Crypto-Mining - Cryptocurrency Mining Experiments on Google CoLab Notebooks