{"id":15350530,"url":"https://github.com/takuti/criteo-ffm","last_synced_at":"2025-04-15T04:20:33.467Z","repository":{"id":147156172,"uuid":"132849422","full_name":"takuti/criteo-ffm","owner":"takuti","description":"Running field-aware factorization machines on the Criteo data","archived":false,"fork":false,"pushed_at":"2018-05-30T20:20:11.000Z","size":434,"stargazers_count":7,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-28T15:48:23.374Z","etag":null,"topics":["ctr-prediction","factorization-machines","field-aware-factorization-machines","hive","kaggle"],"latest_commit_sha":null,"homepage":"https://www.kaggle.com/c/criteo-display-ad-challenge","language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/takuti.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2018-05-10T04:43:10.000Z","updated_at":"2022-02-09T04:44:10.000Z","dependencies_parsed_at":null,"dependency_job_id":"1fccdc9c-cdb1-41d5-bb15-665d1ab94225","html_url":"https://github.com/takuti/criteo-ffm","commit_stats":{"total_commits":42,"total_committers":1,"mean_commits":42.0,"dds":0.0,"last_synced_commit":"069180e4f7a8b2c1db8346d322740335bb24c095"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/takuti%2Fcriteo-ffm","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/takuti%2Fcriteo-ffm/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/takuti%2Fcriteo-ffm/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/takuti%2Fcriteo-ffm/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/takuti","download_url":"https://codeload.github.com/takuti/criteo-ffm/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249004360,"owners_count":21196862,"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":["ctr-prediction","factorization-machines","field-aware-factorization-machines","hive","kaggle"],"created_at":"2024-10-01T11:58:37.777Z","updated_at":"2025-04-15T04:20:33.442Z","avatar_url":"https://github.com/takuti.png","language":"C++","funding_links":[],"categories":[],"sub_categories":[],"readme":"FFM on the Criteo data\n===\n\nTry to replicate the result of [Kaggle Display Advertising Challenge](https://www.kaggle.com/c/criteo-display-ad-challenge) by using the following implementations of field-aware factorization machines (FFMs):\n\n- [LIBFFM](https://github.com/guestwalk/libffm)\n- [Hivemall](https://github.com/apache/incubator-hivemall)\n\n## Data\n\nDownload and convert the full dataset into CSV format:\n\n```sh\n./data.sh\nln -s train.csv tr.csv\nln -s test.csv te.csv\n```\n\nOr, use tiny data:\n\n```sh\nln -s train.tiny.csv tr.csv\nln -s test.tiny.csv te.csv\n```\n\n## Usage\n\nBuild LIBFFM and preprocess data as the [winning solution did](https://www.csie.ntu.edu.tw/~r01922136/kaggle-2014-criteo.pdf):\n\n```sh\nmake\n```\n\nMove to [libffm/](./libffm/) or [hivemall/](./hivemall/) and follow the instructions.\n\n## References\n\n- [guestwalk/kaggle-2014-criteo](https://github.com/guestwalk/kaggle-2014-criteo)\n- [chenhuang-learn/ffm](https://github.com/chenhuang-learn/ffm)\n- https://gist.github.com/myui/aaeef548a17eb90c4e88f824c3ca1bcd\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftakuti%2Fcriteo-ffm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftakuti%2Fcriteo-ffm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftakuti%2Fcriteo-ffm/lists"}