deepNN

Deep Learning

v1.2 · Aug 25, 2023 · GPL-3

Description

Implementation of some Deep Learning methods. Includes multilayer perceptron, different activation functions, regularisation strategies, stochastic gradient descent and dropout. Thanks go to the following references for helping to inspire and develop the package: Ian Goodfellow, Yoshua Bengio, Aaron Courville, Francis Bach (2016, ISBN:978-0262035613) Deep Learning. Terrence J. Sejnowski (2018, ISBN:978-0262038034) The Deep Learning Revolution. Grant Sanderson (3brown1blue) <https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi> Neural Networks YouTube playlist. Michael A. Nielsen <http://neuralnetworksanddeeplearning.com/> Neural Networks and Deep Learning.

Downloads

257

Last 30 days

17055th

668

Last 90 days

2.6K

Last year

Trend: +24.8% (30d vs prior 30d)

CRAN Check Status

14 NOTE

Show all 14 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	75.6s
r-devel-linux-x86_64-debian-gcc	NOTE	56.4s
r-devel-linux-x86_64-fedora-clang	NOTE	110.7s
r-devel-linux-x86_64-fedora-gcc	NOTE	122.3s
r-devel-macos-arm64	NOTE	20s
r-devel-windows-x86_64	NOTE	92s
r-oldrel-macos-arm64	NOTE
r-oldrel-macos-x86_64	NOTE	53s
r-oldrel-windows-x86_64	NOTE	104s
r-patched-linux-x86_64	NOTE	71s
r-release-linux-x86_64	NOTE	67.4s
r-release-macos-arm64	NOTE
r-release-macos-x86_64	NOTE	73s
r-release-windows-x86_64	NOTE	88s

Check details (14 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: Lost braces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

Check History

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

NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) deepNN-package.Rd:18: Lost braces
    18 | section{Dependencies}{
       |        ^
checkRd: (-1) deepNN-package.Rd:18-21: Lost braces
    18 | section{Dependencies}{
       |                      ^
checkRd: (-1) deepNN-package.Rd:23: L
...[truncated]...
aces
    23 | section{Citation}{
       |        ^
checkRd: (-1) deepNN-package.Rd:23-25: Lost braces
    23 | section{Citation}{
       |                  ^
checkRd: (-1) deepNN-package.Rd:27-38: Lost braces
    27 | references{
       |           ^

Dependency Network

Version History

new 1.2 Mar 10, 2026

updated 1.2 ← 1.1 diff Aug 24, 2023

updated 1.1 ← 1.0 diff Jul 27, 2021

updated 1.0 ← 0.3 diff Mar 4, 2020

new 0.3 Mar 7, 2019

Maintainer

Benjamin Taylor

Dependencies

Depends

R (>= 3.2.1)

Imports

stats graphics utils Matrix methods

Compilation

No compilation needed

First Published

Mar 7, 2019

RSS Feed

CRAN Checks

View on CRAN →