{"id":19053628,"url":"https://github.com/nating/ee4c16","last_synced_at":"2026-02-27T07:08:02.255Z","repository":{"id":91224631,"uuid":"110451263","full_name":"nating/EE4C16","owner":"nating","description":"Study material for the module EE4C16 Machine Learning, in Trinity College Dublin.","archived":false,"fork":false,"pushed_at":"2018-01-04T08:29:55.000Z","size":761,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-11-12T07:20:33.963Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"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/nating.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":"2017-11-12T17:00:05.000Z","updated_at":"2020-04-01T17:05:48.000Z","dependencies_parsed_at":"2023-03-20T18:16:31.409Z","dependency_job_id":null,"html_url":"https://github.com/nating/EE4C16","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/nating/EE4C16","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nating%2FEE4C16","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nating%2FEE4C16/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nating%2FEE4C16/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nating%2FEE4C16/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nating","download_url":"https://codeload.github.com/nating/EE4C16/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nating%2FEE4C16/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29887169,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-27T05:38:26.446Z","status":"ssl_error","status_checked_at":"2026-02-27T05:38:25.235Z","response_time":57,"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":"2024-11-08T23:32:51.625Z","updated_at":"2026-02-27T07:08:02.191Z","avatar_url":"https://github.com/nating.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"*The material in this repository is based on a module given by [François Pitié](https://francois.pitie.net/) at [Trinity College Dublin](https://www.tcd.ie).  \nResources for this module can be found [here](https://github.com/frcs/EE4C16).*\n\n# EE4C16\nStudy material I have put together for the module EE4C16 Machine Learning, in Trinity College Dublin.\n\nBefore looking at anything else. You can gain a **great** understanding of deep learning by just watching these videos:  \n1. [How Convolutional Neural Networks work](https://www.youtube.com/watch?v=FmpDIaiMIeA)\n2. [How Deep Neural Networks work](https://www.youtube.com/watch?v=ILsA4nyG7I0\u0026t=21s)\n3. [Recurrent Neural Networks \u0026 LSTMs (Long Short Term Memory)](https://www.youtube.com/watch?v=WCUNPb-5EYI)\n\n## Notes\nBelow is a list (work in progress) of the notes I have put together for each topic in the EE4C16 module:\n* [Module Overview](https://github.com/nating/EE4C16/blob/master/notes/0-module-overview.md)\n* [Least squares](https://github.com/nating/EE4C16/blob/master/notes/1-least-squares.md)\n* [Logistic Regression](https://github.com/nating/EE4C16/blob/master/notes/2-logistic-regression.md)\n* [Classic Classifiers](https://github.com/nating/EE4C16/blob/master/notes/3-classic-classifiers.md)\n* [Evaluating Classifier Performance](https://github.com/nating/EE4C16/blob/master/notes/4-evaluating-classifier-performance.md)\n* [Feedforward Networks](https://github.com/nating/EE4C16/blob/master/notes/5-feedforward-networks.md)\n* [Convolutional Neural Networks](https://github.com/nating/EE4C16/blob/master/notes/6-convolutional-neural-networks.md)\n* [Advances in Network Architectures](https://github.com/nating/EE4C16/blob/master/notes/7-advances-in-network-architectures.md)\n\n# Labs\nHere are useful resources for the EE4C16 labs:\n* [Lab 06 environment set up for Mac](https://github.com/nating/EE4C16/blob/master/labs/6/macos-setup.md)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnating%2Fee4c16","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnating%2Fee4c16","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnating%2Fee4c16/lists"}