{"id":20915125,"url":"https://github.com/arn4/colloquio","last_synced_at":"2026-04-02T01:13:21.643Z","repository":{"id":144116849,"uuid":"347947693","full_name":"arn4/colloquio","owner":"arn4","description":"4th year seminar @ SNS","archived":false,"fork":false,"pushed_at":"2021-06-10T15:51:06.000Z","size":52007,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-12-31T17:53:00.205Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"TeX","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/arn4.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":"2021-03-15T11:46:52.000Z","updated_at":"2021-06-10T15:51:21.000Z","dependencies_parsed_at":null,"dependency_job_id":"8a435dbe-e3ca-4abd-bb95-1125c12481ab","html_url":"https://github.com/arn4/colloquio","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/arn4/colloquio","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arn4%2Fcolloquio","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arn4%2Fcolloquio/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arn4%2Fcolloquio/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arn4%2Fcolloquio/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/arn4","download_url":"https://codeload.github.com/arn4/colloquio/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arn4%2Fcolloquio/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31293712,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-02T01:05:07.454Z","status":"ssl_error","status_checked_at":"2026-04-02T00:56:46.496Z","response_time":53,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":"2024-11-18T16:13:12.616Z","updated_at":"2026-04-02T01:13:21.624Z","avatar_url":"https://github.com/arn4.png","language":"TeX","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Unsupervised Learning with Restricted Boltzmann Machines\n![Build LaTeX documents](https://github.com/arn4/colloquio/workflows/LaTeX%20documents/badge.svg)\n![Compile C++](https://github.com/arn4/colloquio/workflows/C++/badge.svg)\n\nThis is the repository of my 4th-year-seminar (a.k.a. *colloquio*) at Scuola Normale Superiore.\n\nThe purpose of this seminar is to illustrate the operation of Restricted Boltzmann Machines and some classical algorithms to train them.\nIn addition, an alternative algorithm proposed by Gabriè [[1]](#1) is analyzed; it is based on the mean field theory of the Ising model.\n\nAll the discussed algorithms have been implemented and tested in C++.\n\n## Documents\nThese are the last avaible versions of:\n  - [**Slides**](https://uz.sns.it/~arna/static_/ext_files/colloquio/slides-handout.pdf) slides used during the presentation ([version with timing](https://uz.sns.it/~arna/static_/ext_files/colloquio/slides.pdf))\n  - [**NoteBook**](https://uz.sns.it/~arna/static_/ext_files/colloquio/notebook.pdf) personal notes and transcription from the papers that I need for prepare the talk.\n\n### References\n\u003ca id=\"1\"\u003e[1]\u003c/a\u003e \nGabrié M., Tramel E.W. and Krzakala F., 2015, December.  \n_Training restricted Boltzmann machines via the Thouless-Anderson-Palmer free energy._  \nIn Proceedings of the 28th International Conference on Neural Information Processing Systems-Volume 1 (pp. 640-648).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farn4%2Fcolloquio","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Farn4%2Fcolloquio","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farn4%2Fcolloquio/lists"}