Integrated-Gradients
Attribution
An attribution method for deep networks, attributing predictions to input features
Attributing predictions made by the Inception network using the Integrated Gradients method
604 stars
11 watching
102 forks
Language: Jupyter Notebook
last commit: over 4 years agoLinked from 2 awesome lists
ethicalml/awesome-production-machine-learning
jphall663/awesome-machine-learning-interpretabilityRelated projects:
| Repository | Description | Stars |
|---|---|---|
 tianhongdai/integrated-gradient-pytorch | A PyTorch implementation of attributing the impact of inputs on deep neural network outputs | 182 |
 marcoancona/deepexplain | A framework for understanding how deep neural networks process input data to produce output | 735 |
 evllabs/jgaap | An open-source tool for applying machine learning to text attribution problems | 263 |
 aritheelk/uigradients | A library that provides reusable, customizable gradient components and utilities for generating gradients. | 229 |
 bakhtiyork/gradients | A curated collection of Kotlin-based linear gradient shapes | 51 |
 gkye/complimentarygradientview | A custom iOS view that generates gradients based on dominant colors from an image | 729 |
 ml-postech/gradient-inversion-generative-image-prior | An implementation of a method to invert gradients in federated learning to potentially reveal sensitive client data | 39 |
 zou-group/textgrad | An autograd engine for textual gradients using large language models to backpropagate gradients. | 1,912 |
 aaltoml/kalman-jax | This project develops an approximate inference framework for temporal Gaussian processes using Kalman filtering and smoothing methods. | 97 |
 johnkorzhuk/grabient | A tool to generate linear web gradients with a user interface. | 1,992 |
 gradients/gradients | A collection of curated gradients made in Swift for use in iOS and other platforms | 803 |
 xternalz/sdpoint | A deep learning method for optimizing convolutional neural networks by reducing computational cost while improving regularization and inference efficiency. | 18 |
 buaa-cst/ilrg | Recovery method for Federated Learning datasets using gradients to estimate instance-wise batch label restoration | 5 |
 jonasgeiping/invertinggradients | An implementation of an algorithm to recover input data from gradient information in neural networks. | 276 |
 akshay2211/ariana | An Android library providing tools to add multiple gradients to images and texts, with integration for dynamic background changes using ViewPagegers. | 79 |