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neuralnet

Training of Neural Networks

v1.44.2 · Feb 7, 2019 · GPL (>= 2)

Description

Training of neural networks using backpropagation, resilient backpropagation with (Riedmiller, 1994) or without weight backtracking (Riedmiller and Braun, 1993) or the modified globally convergent version by Anastasiadis et al. (2005). The package allows flexible settings through custom-choice of error and activation function. Furthermore, the calculation of generalized weights (Intrator O & Intrator N, 1993) is implemented.

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9

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Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

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Code

Structure

Lines of code

2,740

Files

26

Compiled share

0%

Has compiled src

No

Language breakdown

R 1,991 (72.7%)Tests 138 (5%)Docs 611 (22.3%)

API

Exported functions

5

Internal functions

6

Recent export changes

v1.33−2 plot.nn, print.nn

Testing & CI

Has tests

Yes

Test-to-code ratio

0.07

testthat edition

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

80%

\dontrun example ratio

0%

Roxygen coverage

100%

Has pkgdown

No

NEWS present

Yes

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

Unsafe pattern score

0

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

2.9.0

System requirements

C++ standard

License

GPL (>= 2)

License flags

SPDX valid, OSI approved

History

Versions

8

First release

2008-02-25

Latest release

2019-02-07

Avg cadence

562 days

Cold removal rate

100%

Dep drift

5

LOC over versions

v1.0: 1,673 LOCv1.1: 1,673 LOCv1.2: 2,030 LOCv1.3: 2,054 LOCv1.31: 2,071 LOCv1.32: 2,066 LOCv1.33: 2,073 LOCv1.44.2: 2,740 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/cran-code-metrics.

Reverse Dependencies (30)

Dependency Network

Dependencies Reverse dependencies MASS Deriv MARSANNhybrid quarrint AriGaMyANNSVR CEEMDANML ConvertPar DeepLearningCausal FRI FWRGB ImNN Imneuron LilRhino Modeler RSDA SignacX WaveST +15 more reverse deps neuralnet

Version History

9 tracked
new 1.44.2 Mar 10, 2026
updated 1.44.2 ← 1.33 diff Feb 6, 2019
updated 1.33 ← 1.32 diff Aug 15, 2016
updated 1.32 ← 1.31 diff Sep 19, 2012
updated 1.31 ← 1.3 diff Oct 10, 2010
updated 1.3 ← 1.2 diff Feb 22, 2010
updated 1.2 ← 1.1 diff Oct 7, 2008
updated 1.1 ← 1.0 diff May 6, 2008
new 1.0 Apr 14, 2008