René's URL Explorer Experiment


Title: GitHub - ameritusweb/ParallelReverseAutoDiff: Parallel Reverse Mode Automatic Differentiation in C# for Custom Neural Network Development · GitHub

Open Graph Title: GitHub - ameritusweb/ParallelReverseAutoDiff: Parallel Reverse Mode Automatic Differentiation in C# for Custom Neural Network Development

X Title: GitHub - ameritusweb/ParallelReverseAutoDiff: Parallel Reverse Mode Automatic Differentiation in C# for Custom Neural Network Development

Description: Parallel Reverse Mode Automatic Differentiation in C# for Custom Neural Network Development - ameritusweb/ParallelReverseAutoDiff

Open Graph Description: Parallel Reverse Mode Automatic Differentiation in C# for Custom Neural Network Development - ameritusweb/ParallelReverseAutoDiff

X Description: Parallel Reverse Mode Automatic Differentiation in C# for Custom Neural Network Development - ameritusweb/ParallelReverseAutoDiff

Mail addresses
ameritusweb@gmail.com

Opengraph URL: https://github.com/ameritusweb/ParallelReverseAutoDiff

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:132dfdef-c5c1-9519-b6fc-26d6c6832a9d
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id9CE6:32FDD1:ADCAD:EF36A:6A4C6F9E
html-safe-nonceb1d4e24d9dfbbcb22e9f461a78e658b04ca005517c13fa7194b68b00fdb321db
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5Q0U2OjMyRkREMTpBRENBRDpFRjM2QTo2QTRDNkY5RSIsInZpc2l0b3JfaWQiOiIyNTA5NzcwNzIxMDkwODkxNjc4IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac72f553f92d45442ae39f2c70a86e245ec029f2ebcceaf030957619c108858b72
hovercard-subject-tagrepository:635085051
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/ameritusweb/ParallelReverseAutoDiff
twitter:imagehttps://repository-images.githubusercontent.com/635085051/687e0cf2-a55f-4be6-bd5d-d8a34278954e
twitter:cardsummary_large_image
og:imagehttps://repository-images.githubusercontent.com/635085051/687e0cf2-a55f-4be6-bd5d-d8a34278954e
og:image:altParallel Reverse Mode Automatic Differentiation in C# for Custom Neural Network Development - ameritusweb/ParallelReverseAutoDiff
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None3d11bb817438277de2a940854450e83a7d32b6aeb5014e9e6b00a6423900251c
turbo-cache-controlno-cache
go-importgithub.com/ameritusweb/ParallelReverseAutoDiff git https://github.com/ameritusweb/ParallelReverseAutoDiff.git
octolytics-dimension-user_id132311546
octolytics-dimension-user_loginameritusweb
octolytics-dimension-repository_id635085051
octolytics-dimension-repository_nwoameritusweb/ParallelReverseAutoDiff
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id635085051
octolytics-dimension-repository_network_root_nwoameritusweb/ParallelReverseAutoDiff
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release14099438da5379150f15a2892474c7c7e6c0e55e
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/ameritusweb/ParallelReverseAutoDiff#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fameritusweb%2FParallelReverseAutoDiff
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fameritusweb%2FParallelReverseAutoDiff
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=ameritusweb%2FParallelReverseAutoDiff
Reloadhttps://github.com/ameritusweb/ParallelReverseAutoDiff
Reloadhttps://github.com/ameritusweb/ParallelReverseAutoDiff
Reloadhttps://github.com/ameritusweb/ParallelReverseAutoDiff
ameritusweb https://github.com/ameritusweb
ParallelReverseAutoDiffhttps://github.com/ameritusweb/ParallelReverseAutoDiff
Notifications https://github.com/login?return_to=%2Fameritusweb%2FParallelReverseAutoDiff
Fork 1 https://github.com/login?return_to=%2Fameritusweb%2FParallelReverseAutoDiff
Star 9 https://github.com/login?return_to=%2Fameritusweb%2FParallelReverseAutoDiff
Code https://github.com/ameritusweb/ParallelReverseAutoDiff
Issues 3 https://github.com/ameritusweb/ParallelReverseAutoDiff/issues
Pull requests 0 https://github.com/ameritusweb/ParallelReverseAutoDiff/pulls
Actions https://github.com/ameritusweb/ParallelReverseAutoDiff/actions
Projects https://github.com/ameritusweb/ParallelReverseAutoDiff/projects
Security and quality 0 https://github.com/ameritusweb/ParallelReverseAutoDiff/security
Insights https://github.com/ameritusweb/ParallelReverseAutoDiff/pulse
Code https://github.com/ameritusweb/ParallelReverseAutoDiff
Issues https://github.com/ameritusweb/ParallelReverseAutoDiff/issues
Pull requests https://github.com/ameritusweb/ParallelReverseAutoDiff/pulls
Actions https://github.com/ameritusweb/ParallelReverseAutoDiff/actions
Projects https://github.com/ameritusweb/ParallelReverseAutoDiff/projects
Security and quality https://github.com/ameritusweb/ParallelReverseAutoDiff/security
Insights https://github.com/ameritusweb/ParallelReverseAutoDiff/pulse
https://github.com/ameritusweb/ParallelReverseAutoDiff
Brancheshttps://github.com/ameritusweb/ParallelReverseAutoDiff/branches
Tagshttps://github.com/ameritusweb/ParallelReverseAutoDiff/tags
https://github.com/ameritusweb/ParallelReverseAutoDiff/branches
https://github.com/ameritusweb/ParallelReverseAutoDiff/tags
988 Commitshttps://github.com/ameritusweb/ParallelReverseAutoDiff/commits/main/
https://github.com/ameritusweb/ParallelReverseAutoDiff/commits/main/
docfxhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/docfx
docfxhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/docfx
docshttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/docs
docshttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/docs
exampleshttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/examples
exampleshttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/examples
generators/GradientExplorerhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/generators/GradientExplorer
generators/GradientExplorerhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/generators/GradientExplorer
gitbookhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/gitbook
gitbookhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/gitbook
litehttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/lite
litehttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/lite
srchttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/src
srchttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/src
test/ParallelReverseAutoDiff.Testhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/test/ParallelReverseAutoDiff.Test
test/ParallelReverseAutoDiff.Testhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/test/ParallelReverseAutoDiff.Test
.gitignorehttps://github.com/ameritusweb/ParallelReverseAutoDiff/blob/main/.gitignore
.gitignorehttps://github.com/ameritusweb/ParallelReverseAutoDiff/blob/main/.gitignore
LICENSEhttps://github.com/ameritusweb/ParallelReverseAutoDiff/blob/main/LICENSE
LICENSEhttps://github.com/ameritusweb/ParallelReverseAutoDiff/blob/main/LICENSE
README.mdhttps://github.com/ameritusweb/ParallelReverseAutoDiff/blob/main/README.md
README.mdhttps://github.com/ameritusweb/ParallelReverseAutoDiff/blob/main/README.md
READMEhttps://github.com/ameritusweb/ParallelReverseAutoDiff
LGPL-2.1 licensehttps://github.com/ameritusweb/ParallelReverseAutoDiff
https://github.com/ameritusweb/ParallelReverseAutoDiff#parallelreverseautodiff
https://raw.githubusercontent.com/ameritusweb/ParallelReverseAutoDiff/main/docs/parallelreverseautodiff_logo2.png
https://www.nuget.org/packages/parallelreverseautodiff/
https://camo.githubusercontent.com/73a2940a3eaff59a61f524fd6e8f9a79f766a3c22dfbca0fbccefbfbb096f37e/68747470733a2f2f696d672e736869656c64732e696f2f6e756765742f64742f706172616c6c656c726576657273656175746f646966663f7374796c653d666c61742d737175617265
https://app.codacy.com/gh/ameritusweb/ParallelReverseAutoDiff/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade
https://github.com/ameritusweb/ParallelReverseAutoDiff#table-of-contents
Overviewhttps://github.com/ameritusweb/ParallelReverseAutoDiff#overview
ParallelReverseAutoDiffLitehttps://github.com/ameritusweb/ParallelReverseAutoDiff#parallelreverseautodifflite
Building your Neural Network Modelhttps://github.com/ameritusweb/ParallelReverseAutoDiff#building-your-neural-network-model
Understanding the JSON Architecturehttps://github.com/ameritusweb/ParallelReverseAutoDiff#understanding-the-json-architecture
Instantiating the Architecturehttps://github.com/ameritusweb/ParallelReverseAutoDiff#instantiating-the-architecture
Instantiating the Computational Graphhttps://github.com/ameritusweb/ParallelReverseAutoDiff#instantiating-the-computational-graph
Populating the Backward Dependency Countshttps://github.com/ameritusweb/ParallelReverseAutoDiff#populating-the-backward-dependency-counts
Running the Forward Passhttps://github.com/ameritusweb/ParallelReverseAutoDiff#running-the-forward-pass
Creating a Loss Functionhttps://github.com/ameritusweb/ParallelReverseAutoDiff#creating-a-loss-function
Running the Backward Passhttps://github.com/ameritusweb/ParallelReverseAutoDiff#running-the-backward-pass
Clipping the Gradientshttps://github.com/ameritusweb/ParallelReverseAutoDiff#clipping-the-gradients
Updating the Weightshttps://github.com/ameritusweb/ParallelReverseAutoDiff#updating-the-weights
Using CUDA Operationshttps://github.com/ameritusweb/ParallelReverseAutoDiff#using-cuda-operations
PradOphttps://github.com/ameritusweb/ParallelReverseAutoDiff#pradop
Customizationhttps://github.com/ameritusweb/ParallelReverseAutoDiff#customization
Custom Neural Network Operationshttps://github.com/ameritusweb/ParallelReverseAutoDiff#custom-neural-network-operations
Exampleshttps://github.com/ameritusweb/ParallelReverseAutoDiff#examples
Support Developerhttps://github.com/ameritusweb/ParallelReverseAutoDiff#support-developer
Star the Projecthttps://github.com/ameritusweb/ParallelReverseAutoDiff#star-the-project
Reporting Bugshttps://github.com/ameritusweb/ParallelReverseAutoDiff#reporting-bugs
API Documentationhttps://ameritusweb.github.io/ParallelReverseAutoDiff/api/index.html
https://github.com/ameritusweb/ParallelReverseAutoDiff#overview
https://github.com/ameritusweb/ParallelReverseAutoDiff#prerequisites
Cuda Toolkit 12.0https://developer.nvidia.com/cuda-12-0-0-download-archive
https://github.com/ameritusweb/ParallelReverseAutoDiff#parallelreverseautodifflite
https://github.com/ameritusweb/ParallelReverseAutoDiff#key-differences
https://github.com/ameritusweb/ParallelReverseAutoDiff#regular-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#deep-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#vector-neural-network-vnn-operations
herehttps://www.amazon.com/Vector-Neural-Networks-Geometric-Tensors-ebook/dp/B0CXBV3DY5/ref=sr_1_1
https://github.com/ameritusweb/ParallelReverseAutoDiff#neural-network-parameters
https://github.com/ameritusweb/ParallelReverseAutoDiff#usage
https://github.com/ameritusweb/ParallelReverseAutoDiff#building-your-neural-network-model
https://github.com/ameritusweb/ParallelReverseAutoDiff#understanding-the-json-architecture
https://github.com/ameritusweb/ParallelReverseAutoDiff#instantiating-the-architecture
https://github.com/ameritusweb/ParallelReverseAutoDiff#instantiating-the-computational-graph
https://github.com/ameritusweb/ParallelReverseAutoDiff#populating-the-backward-dependency-counts
https://github.com/ameritusweb/ParallelReverseAutoDiff#running-the-forward-pass
https://github.com/ameritusweb/ParallelReverseAutoDiff#creating-a-loss-function
https://github.com/ameritusweb/ParallelReverseAutoDiff#running-the-backward-pass
https://github.com/ameritusweb/ParallelReverseAutoDiff#clipping-the-gradients
https://github.com/ameritusweb/ParallelReverseAutoDiff#updating-the-weights
https://github.com/ameritusweb/ParallelReverseAutoDiff#using-cuda-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#pradop
https://github.com/ameritusweb/ParallelReverseAutoDiff#features
https://github.com/ameritusweb/ParallelReverseAutoDiff#key-components
https://github.com/ameritusweb/ParallelReverseAutoDiff#pradop-1
https://github.com/ameritusweb/ParallelReverseAutoDiff#pradresult
https://github.com/ameritusweb/ParallelReverseAutoDiff#constructor
https://github.com/ameritusweb/ParallelReverseAutoDiff#properties
https://github.com/ameritusweb/ParallelReverseAutoDiff#methods
https://github.com/ameritusweb/ParallelReverseAutoDiff#tensor-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#tensor-manipulation
https://github.com/ameritusweb/ParallelReverseAutoDiff#computation-graph-management
https://github.com/ameritusweb/ParallelReverseAutoDiff#static-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#pradresultthen-method
https://github.com/ameritusweb/ParallelReverseAutoDiff#method-signatures
https://github.com/ameritusweb/ParallelReverseAutoDiff#functionality
https://github.com/ameritusweb/ParallelReverseAutoDiff#pradresultthenparallel-method
https://github.com/ameritusweb/ParallelReverseAutoDiff#method-signature
https://github.com/ameritusweb/ParallelReverseAutoDiff#functionality-1
https://github.com/ameritusweb/ParallelReverseAutoDiff#usage-examples
https://github.com/ameritusweb/ParallelReverseAutoDiff#chaining-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#parallel-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#combining-lessthan-where-and-modulus
https://github.com/ameritusweb/ParallelReverseAutoDiff#custom-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#branching
https://github.com/ameritusweb/ParallelReverseAutoDiff#branchstack
https://github.com/ameritusweb/ParallelReverseAutoDiff#splitting
https://github.com/ameritusweb/ParallelReverseAutoDiff#customization
https://github.com/ameritusweb/ParallelReverseAutoDiff#custom-neural-network-operations
https://github.com/ameritusweb/ParallelReverseAutoDiff#examples
examples folderhttps://github.com/ameritusweb/ParallelReverseAutoDiff/tree/main/examples
https://github.com/ameritusweb/ParallelReverseAutoDiff#support-developer
https://www.buymeacoffee.com/ameritusweb
https://github.com/ameritusweb/ParallelReverseAutoDiff#star-the-project
https://github.com/ameritusweb/ParallelReverseAutoDiff#reporting-bugs
Issueshttps://github.com/ameritusweb/ParallelReverseAutoDiff/issues
ameritusweb.github.io/ParallelReverseAutoDiff/api/index.htmlhttps://ameritusweb.github.io/ParallelReverseAutoDiff/api/index.html
machine-learning https://github.com/topics/machine-learning
deep-learning https://github.com/topics/deep-learning
neural-network https://github.com/topics/neural-network
automatic-differentiation https://github.com/topics/automatic-differentiation
dot-net https://github.com/topics/dot-net
transformer https://github.com/topics/transformer
lstm https://github.com/topics/lstm
gradient-descent https://github.com/topics/gradient-descent
gnn https://github.com/topics/gnn
vnn https://github.com/topics/vnn
reverse-mode-autodiff https://github.com/topics/reverse-mode-autodiff
custom-neural-network-training https://github.com/topics/custom-neural-network-training
custom-neural-network https://github.com/topics/custom-neural-network
Readme https://github.com/ameritusweb/ParallelReverseAutoDiff#readme-ov-file
LGPL-2.1 license https://github.com/ameritusweb/ParallelReverseAutoDiff#LGPL-2.1-1-ov-file
Please reload this pagehttps://github.com/ameritusweb/ParallelReverseAutoDiff
Activityhttps://github.com/ameritusweb/ParallelReverseAutoDiff/activity
1 forkhttps://github.com/ameritusweb/ParallelReverseAutoDiff/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fameritusweb%2FParallelReverseAutoDiff&report=ameritusweb+%28user%29
Releases 3https://github.com/ameritusweb/ParallelReverseAutoDiff/releases
1.2.0 Latest Apr 1, 2024 https://github.com/ameritusweb/ParallelReverseAutoDiff/releases/tag/v1.2.0
+ 2 releaseshttps://github.com/ameritusweb/ParallelReverseAutoDiff/releases
Please reload this pagehttps://github.com/ameritusweb/ParallelReverseAutoDiff
Contributorshttps://github.com/ameritusweb/ParallelReverseAutoDiff/graphs/contributors
Please reload this pagehttps://github.com/ameritusweb/ParallelReverseAutoDiff
C# 100.0% https://github.com/ameritusweb/ParallelReverseAutoDiff/search?l=c%23
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.