{"id":13936401,"url":"https://github.com/mirceamironenco/BayesianRecurrentNN","last_synced_at":"2025-07-19T21:32:38.833Z","repository":{"id":80999738,"uuid":"107674014","full_name":"mirceamironenco/BayesianRecurrentNN","owner":"mirceamironenco","description":"Implementation of Bayesian Recurrent Neural Networks by Fortunato et. al","archived":false,"fork":false,"pushed_at":"2018-12-17T07:08:39.000Z","size":12,"stargazers_count":217,"open_issues_count":1,"forks_count":40,"subscribers_count":8,"default_branch":"master","last_synced_at":"2024-11-27T04:31:00.094Z","etag":null,"topics":["bayesian-inference","deep-learning","machine-learning"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mirceamironenco.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2017-10-20T12:13:01.000Z","updated_at":"2024-07-11T15:29:14.000Z","dependencies_parsed_at":null,"dependency_job_id":"30c88361-3dd6-4563-ba3c-c5e8016dd8e6","html_url":"https://github.com/mirceamironenco/BayesianRecurrentNN","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mirceamironenco/BayesianRecurrentNN","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mirceamironenco%2FBayesianRecurrentNN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mirceamironenco%2FBayesianRecurrentNN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mirceamironenco%2FBayesianRecurrentNN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mirceamironenco%2FBayesianRecurrentNN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mirceamironenco","download_url":"https://codeload.github.com/mirceamironenco/BayesianRecurrentNN/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mirceamironenco%2FBayesianRecurrentNN/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":266019657,"owners_count":23864916,"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":["bayesian-inference","deep-learning","machine-learning"],"created_at":"2024-08-07T23:02:38.124Z","updated_at":"2025-07-19T21:32:33.817Z","avatar_url":"https://github.com/mirceamironenco.png","language":"Python","funding_links":[],"categories":["Python"],"sub_categories":[],"readme":"# Bayesian Recurrent Neural Networks\n\nThis is a replication of the paper 'Bayesian Recurrent Neural Networks' by Meire Fortunato, Charles Blundell, Oriol Vinyals.\n\nPaper: https://arxiv.org/abs/1704.02798\n\nStatus: Basic model replicated.\n\n# Requirements\n- Python 3.5\n- [TensorFlow 1.3.0](https://www.tensorflow.org/)\n\n# Usage\n    $ sh download_ptb.sh\n    $ python bayesian_rnn.py -model medium -log_sigma1 -1.0 -log_sigma2 -7.0 -prior_pi 0.25\n\n### To-do:\n- Implement posterior sharpening.\n- Implement image captioning experiment.\n\n### Acknowledgements\n\nThanks to Meire Fortunato for providing the Bayes by Backprop/cell code and @alexkrk for an initial implementation.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmirceamironenco%2FBayesianRecurrentNN","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmirceamironenco%2FBayesianRecurrentNN","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmirceamironenco%2FBayesianRecurrentNN/lists"}