René's URL Explorer Experiment


Title: GitHub - benfred/implicit: Fast Python Collaborative Filtering for Implicit Feedback Datasets

Open Graph Title: GitHub - benfred/implicit: Fast Python Collaborative Filtering for Implicit Feedback Datasets

X Title: GitHub - benfred/implicit: Fast Python Collaborative Filtering for Implicit Feedback Datasets

Description: Fast Python Collaborative Filtering for Implicit Feedback Datasets - benfred/implicit

Open Graph Description: Fast Python Collaborative Filtering for Implicit Feedback Datasets - benfred/implicit

X Description: Fast Python Collaborative Filtering for Implicit Feedback Datasets - benfred/implicit

Opengraph URL: https://github.com/benfred/implicit

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:7540a11b-18dc-2a7e-e319-5004e5208588
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idE468:29BF10:CBBC00:10CBDE9:696B8973
html-safe-nonce6bc55487c66de3d5a89f07524b06d30f36762195b5a07c0922c50e70e70d0875
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFNDY4OjI5QkYxMDpDQkJDMDA6MTBDQkRFOTo2OTZCODk3MyIsInZpc2l0b3JfaWQiOiI4MzQxMjM4NjM1NjYyMzc5Mzc5IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac417edad1d7875e61fe02a653ab7d8a28b9783b442ab98dd7c1a57e8073b6ec94
hovercard-subject-tagrepository:56417681
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/benfred/implicit
twitter:imagehttps://opengraph.githubassets.com/6f40a8f3abff4d3fa9b9b794cf395117f1e98db3d04dc1c9497bde13e09c768e/benfred/implicit
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/6f40a8f3abff4d3fa9b9b794cf395117f1e98db3d04dc1c9497bde13e09c768e/benfred/implicit
og:image:altFast Python Collaborative Filtering for Implicit Feedback Datasets - benfred/implicit
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None5f99f7c1d70f01da5b93e5ca90303359738944d8ab470e396496262c66e60b8d
turbo-cache-controlno-preview
go-importgithub.com/benfred/implicit git https://github.com/benfred/implicit.git
octolytics-dimension-user_id69536
octolytics-dimension-user_loginbenfred
octolytics-dimension-repository_id56417681
octolytics-dimension-repository_nwobenfred/implicit
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id56417681
octolytics-dimension-repository_network_root_nwobenfred/implicit
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
release82560a55c6b2054555076f46e683151ee28a19bc
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/benfred/implicit#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fbenfred%2Fimplicit
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
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
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
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://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fbenfred%2Fimplicit
Sign up https://patch-diff.githubusercontent.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=benfred%2Fimplicit
Reloadhttps://patch-diff.githubusercontent.com/benfred/implicit
Reloadhttps://patch-diff.githubusercontent.com/benfred/implicit
Reloadhttps://patch-diff.githubusercontent.com/benfred/implicit
benfred https://patch-diff.githubusercontent.com/benfred
implicithttps://patch-diff.githubusercontent.com/benfred/implicit
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fbenfred%2Fimplicit
Fork 629 https://patch-diff.githubusercontent.com/login?return_to=%2Fbenfred%2Fimplicit
Star 3.8k https://patch-diff.githubusercontent.com/login?return_to=%2Fbenfred%2Fimplicit
benfred.github.io/implicit/https://benfred.github.io/implicit/
MIT license https://patch-diff.githubusercontent.com/benfred/implicit/blob/main/LICENSE
3.8k stars https://patch-diff.githubusercontent.com/benfred/implicit/stargazers
629 forks https://patch-diff.githubusercontent.com/benfred/implicit/forks
Branches https://patch-diff.githubusercontent.com/benfred/implicit/branches
Tags https://patch-diff.githubusercontent.com/benfred/implicit/tags
Activity https://patch-diff.githubusercontent.com/benfred/implicit/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fbenfred%2Fimplicit
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fbenfred%2Fimplicit
Code https://patch-diff.githubusercontent.com/benfred/implicit
Issues 95 https://patch-diff.githubusercontent.com/benfred/implicit/issues
Pull requests 11 https://patch-diff.githubusercontent.com/benfred/implicit/pulls
Actions https://patch-diff.githubusercontent.com/benfred/implicit/actions
Projects 0 https://patch-diff.githubusercontent.com/benfred/implicit/projects
Security Uh oh! There was an error while loading. Please reload this page. https://patch-diff.githubusercontent.com/benfred/implicit/security
Please reload this pagehttps://patch-diff.githubusercontent.com/benfred/implicit
Insights https://patch-diff.githubusercontent.com/benfred/implicit/pulse
Code https://patch-diff.githubusercontent.com/benfred/implicit
Issues https://patch-diff.githubusercontent.com/benfred/implicit/issues
Pull requests https://patch-diff.githubusercontent.com/benfred/implicit/pulls
Actions https://patch-diff.githubusercontent.com/benfred/implicit/actions
Projects https://patch-diff.githubusercontent.com/benfred/implicit/projects
Security https://patch-diff.githubusercontent.com/benfred/implicit/security
Insights https://patch-diff.githubusercontent.com/benfred/implicit/pulse
Brancheshttps://patch-diff.githubusercontent.com/benfred/implicit/branches
Tagshttps://patch-diff.githubusercontent.com/benfred/implicit/tags
https://patch-diff.githubusercontent.com/benfred/implicit/branches
https://patch-diff.githubusercontent.com/benfred/implicit/tags
435 Commitshttps://patch-diff.githubusercontent.com/benfred/implicit/commits/main/
https://patch-diff.githubusercontent.com/benfred/implicit/commits/main/
.githubhttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/.github
.githubhttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/.github
benchmarkshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/benchmarks
benchmarkshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/benchmarks
cihttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/ci
cihttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/ci
docshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/docs
docshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/docs
exampleshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/examples
exampleshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/examples
implicithttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/implicit
implicithttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/implicit
testshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/tests
testshttps://patch-diff.githubusercontent.com/benfred/implicit/tree/main/tests
.gitignorehttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/.gitignore
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/.pre-commit-config.yaml
.pylintrchttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/.pylintrc
.pylintrchttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/.pylintrc
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/CHANGELOG.md
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/CHANGELOG.md
CMakeLists.txthttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/CMakeLists.txt
CMakeLists.txthttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/CMakeLists.txt
LICENSEhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/LICENSE
MANIFEST.inhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/MANIFEST.in
MANIFEST.inhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/MANIFEST.in
README.mdhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/README.md
pyproject.tomlhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/pyproject.toml
requirements-dev.txthttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/requirements-dev.txt
requirements-dev.txthttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/requirements-dev.txt
requirements.txthttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/requirements.txt
setup.cfghttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/setup.cfg
setup.cfghttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/setup.cfg
setup.pyhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/setup.py
setup.pyhttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/setup.py
tox.inihttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/tox.ini
tox.inihttps://patch-diff.githubusercontent.com/benfred/implicit/blob/main/tox.ini
READMEhttps://patch-diff.githubusercontent.com/benfred/implicit
MIT licensehttps://patch-diff.githubusercontent.com/benfred/implicit
https://patch-diff.githubusercontent.com/benfred/implicit#implicit
https://github.com/benfred/implicit/actions?query=workflow%3ABuild+branch%3Amain
https://benfred.github.io/implicit/
Collaborative Filtering for Implicit Feedback Datasetshttp://yifanhu.net/PUB/cf.pdf
Applications of the Conjugate Gradient Method for Implicit Feedback Collaborative Filteringhttps://pdfs.semanticscholar.org/bfdf/7af6cf7fd7bb5e6b6db5bbd91be11597eaf0.pdf
Bayesian Personalized Rankinghttps://arxiv.org/pdf/1205.2618.pdf
Logistic Matrix Factorizationhttps://web.stanford.edu/~rezab/nips2014workshop/submits/logmat.pdf
Annoyhttps://github.com/spotify/annoy
NMSLIBhttps://github.com/searchivarius/nmslib
Faisshttps://github.com/facebookresearch/faiss
speed up making recommendationshttps://www.benfrederickson.com/approximate-nearest-neighbours-for-recommender-systems/
https://patch-diff.githubusercontent.com/benfred/implicit#installation
https://patch-diff.githubusercontent.com/benfred/implicit#basic-usage
compute similar artists on the last.fm datasethttps://github.com/benfred/implicit/blob/master/examples/lastfm.py
documentationhttps://benfred.github.io/implicit/
https://patch-diff.githubusercontent.com/benfred/implicit#articles-about-implicit
Finding Similar Music with Matrix Factorizationhttps://www.benfrederickson.com/matrix-factorization/
Faster Implicit Matrix Factorizationhttps://www.benfrederickson.com/fast-implicit-matrix-factorization/
Implicit Matrix Factorization on the GPUhttps://www.benfrederickson.com/implicit-matrix-factorization-on-the-gpu/
Approximate Nearest Neighbours for Recommender Systemshttps://www.benfrederickson.com/approximate-nearest-neighbours-for-recommender-systems/
Distance Metrics for Fun and Profithttps://www.benfrederickson.com/distance-metrics/
H&M Personalized Fashion Recommendations Kaggle Competitionhttps://www.kaggle.com/competitions/h-and-m-personalized-fashion-recommendations/discussion/324129
Yandex Cup 2022: Like Predictionhttps://github.com/greenwolf-nsk/yandex-cup-2022-recsys
Recommending GitHub Repositories with Google BigQuery and the implicit libraryhttps://medium.com/@jbochi/recommending-github-repositories-with-google-bigquery-and-the-implicit-library-e6cce666c77
Intro to Implicit Matrix Factorization: Classic ALS with Sketchfab Modelshttp://blog.ethanrosenthal.com/2016/10/19/implicit-mf-part-1/
A Gentle Introduction to Recommender Systems with Implicit Feedbackhttps://jessesw.com/Rec-System/
https://patch-diff.githubusercontent.com/benfred/implicit#requirements
NVidia CUDA Toolkithttps://developer.nvidia.com/cuda-downloads
https://patch-diff.githubusercontent.com/benfred/implicit#benchmarks
Spark can be found herehttps://github.com/benfred/implicit/tree/master/benchmarks
https://patch-diff.githubusercontent.com/benfred/implicit#optimal-configuration
benfred.github.io/implicit/https://benfred.github.io/implicit/
machine-learning https://patch-diff.githubusercontent.com/topics/machine-learning
collaborative-filtering https://patch-diff.githubusercontent.com/topics/collaborative-filtering
matrix-factorization https://patch-diff.githubusercontent.com/topics/matrix-factorization
recommendation-system https://patch-diff.githubusercontent.com/topics/recommendation-system
recommender-system https://patch-diff.githubusercontent.com/topics/recommender-system
recommendation https://patch-diff.githubusercontent.com/topics/recommendation
Readme https://patch-diff.githubusercontent.com/benfred/implicit#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/benfred/implicit#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/benfred/implicit
Activityhttps://patch-diff.githubusercontent.com/benfred/implicit/activity
3.8k starshttps://patch-diff.githubusercontent.com/benfred/implicit/stargazers
72 watchinghttps://patch-diff.githubusercontent.com/benfred/implicit/watchers
629 forkshttps://patch-diff.githubusercontent.com/benfred/implicit/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fbenfred%2Fimplicit&report=benfred+%28user%29
Releases 7https://patch-diff.githubusercontent.com/benfred/implicit/releases
v0.7.2 Latest Sep 29, 2023 https://patch-diff.githubusercontent.com/benfred/implicit/releases/tag/v0.7.2
+ 6 releaseshttps://patch-diff.githubusercontent.com/benfred/implicit/releases
Used by 1.9khttps://patch-diff.githubusercontent.com/benfred/implicit/network/dependents
+ 1,923 https://patch-diff.githubusercontent.com/benfred/implicit/network/dependents
Contributors 29https://patch-diff.githubusercontent.com/benfred/implicit/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/benfred/implicit
+ 15 contributorshttps://patch-diff.githubusercontent.com/benfred/implicit/graphs/contributors
Python 60.4% https://patch-diff.githubusercontent.com/benfred/implicit/search?l=python
Cython 22.7% https://patch-diff.githubusercontent.com/benfred/implicit/search?l=cython
Cuda 11.2% https://patch-diff.githubusercontent.com/benfred/implicit/search?l=cuda
C++ 3.8% https://patch-diff.githubusercontent.com/benfred/implicit/search?l=c%2B%2B
CMake 1.8% https://patch-diff.githubusercontent.com/benfred/implicit/search?l=cmake
Shell 0.1% https://patch-diff.githubusercontent.com/benfred/implicit/search?l=shell
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.