Other packages > Find by keyword >

innsight  

Get the Insights of Your Neural Network
View on CRAN: Click here


Download and install innsight package within the R console
Install from CRAN:
install.packages("innsight")

Install from Github:
library("remotes")
install_github("cran/innsight")

Install by package version:
library("remotes")
install_version("innsight", "0.3.0")



Attach the package and use:
library("innsight")
Maintained by
Niklas Koenen
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-11-22
Latest Update: 2023-04-16
Description:
Interpretation methods for analyzing the behavior and individual predictions of modern neural networks in a three-step procedure: Converting the model, running the interpretation method, and visualizing the results. Implemented methods are, e.g., 'Connection Weights' described by Olden et al. (2004) , layer-wise relevance propagation ('LRP') described by Bach et al. (2015) , deep learning important features ('DeepLIFT') described by Shrikumar et al. (2017) and gradient-based methods like 'SmoothGrad' described by Smilkov et al. (2017) , 'Gradient x Input' described by Baehrens et al. (2009) or 'Vanilla Gradient'.
How to cite:
Niklas Koenen (2021). innsight: Get the Insights of Your Neural Network. R package version 0.3.0, https://cran.r-project.org/web/packages/innsight. Accessed 03 Dec. 2024.
Previous versions and publish date:
0.1.0 (2021-11-22 10:50), 0.1.1 (2022-08-29 17:10), 0.2.0 (2023-04-16 13:00), 0.3.0 (2023-12-21 17:00)
Other packages that cited innsight R package
View innsight citation profile
Other R packages that innsight depends, imports, suggests or enhances
Complete documentation for innsight
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

EDOtrans  
Euclidean Distance-Optimized Data Transformation
A data transformation method which takes into account the special property of scale non-invariance w ...
Download / Learn more Package Citations See dependency  
CRANsearcher  
RStudio Addin for Searching Packages in CRAN Database Based on Keywords
One of the strengths of R is its vast package ecosystem. Indeed, R packages extend from visualizatio ...
Download / Learn more Package Citations See dependency  
donut  
Nearest Neighbour Search with Variables on a Torus
Finds the k nearest neighbours in a dataset of specified points, adding the option to wrap certain ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
telemac  
R Interface to the TELEMAC Model Suite
An R interface to the TELEMAC suite for modelling of free surface flow. This includes methods for m ...
Download / Learn more Package Citations See dependency  
FSInteract  
Fast Searches for Interactions
Performs fast detection of interactions in large-scale data using the method of random intersection ...
Download / Learn more Package Citations See dependency  

23,310

R Packages

200,798

Dependencies

63,203

Author Associations

23,278

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA