{"id":18376902,"url":"https://github.com/bbc/theano-bpr","last_synced_at":"2025-04-06T20:31:45.857Z","repository":{"id":16816782,"uuid":"19575894","full_name":"bbc/theano-bpr","owner":"bbc","description":"An implementation of Bayesian Personalised Ranking in Theano","archived":false,"fork":false,"pushed_at":"2014-06-16T15:50:43.000Z","size":216,"stargazers_count":57,"open_issues_count":0,"forks_count":23,"subscribers_count":26,"default_branch":"master","last_synced_at":"2025-03-22T06:51:14.714Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/bbc.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"COPYING","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2014-05-08T14:12:58.000Z","updated_at":"2024-10-03T02:31:45.000Z","dependencies_parsed_at":"2022-08-25T12:32:27.258Z","dependency_job_id":null,"html_url":"https://github.com/bbc/theano-bpr","commit_stats":null,"previous_names":["bbcrd/theano-bpr"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bbc%2Ftheano-bpr","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bbc%2Ftheano-bpr/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bbc%2Ftheano-bpr/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bbc%2Ftheano-bpr/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bbc","download_url":"https://codeload.github.com/bbc/theano-bpr/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247547624,"owners_count":20956587,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-06T00:25:21.947Z","updated_at":"2025-04-06T20:31:45.571Z","avatar_url":"https://github.com/bbc.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"theano-bpr\n==========\n\nA library implementing Bayesian Personalised Ranking (BPR) for\nMatrix Factorisation, as described by Rendle et al. in :\n\n  http://arxiv.org/abs/1205.2618\n\nThis model tries to predict a personalised ranking of items\nfrom a user's viewing history. It has been shown to be\nvery efficient for recommendation tasks. It's also used in a variety\nof other tasks, such as matrix completion, link prediction\nand tag recommendation.\n\nThis library uses [Theano](http://deeplearning.net/software/theano/) and\ncan therefore run on a [GPU through CUDA](http://deeplearning.net/software/theano/tutorial/using_gpu.html) or on the CPU,\nfor which you'll need a working BLAS. We recommend using [OpenBlas](http://www.openblas.net).\n\nInstallation\n------------\n\n    $ pip install theano-bpr\n\nUsage\n-----\n\nAn iPython Notebook demonstrating the use of theano-bpr over the\nMovielens dataset [is available in examples/](http://nbviewer.ipython.org/github/bbcrd/theano-bpr/blob/master/examples/example.ipynb).\n\nTesting\n-------\n\n    $ nosetests\n\nLicensing terms and authorship\n------------------------------\n\nSee 'COPYING' and 'AUTHORS' files\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbbc%2Ftheano-bpr","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbbc%2Ftheano-bpr","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbbc%2Ftheano-bpr/lists"}