{"id":19176260,"url":"https://github.com/neuromatchacademy/course-content-dl","last_synced_at":"2025-05-14T20:08:12.833Z","repository":{"id":37028674,"uuid":"357328206","full_name":"NeuromatchAcademy/course-content-dl","owner":"NeuromatchAcademy","description":"NMA deep learning course","archived":false,"fork":false,"pushed_at":"2025-03-19T16:25:22.000Z","size":480851,"stargazers_count":770,"open_issues_count":8,"forks_count":276,"subscribers_count":25,"default_branch":"main","last_synced_at":"2025-04-06T12:05:33.482Z","etag":null,"topics":["continual-learning","convolutional-neural-networks","deep-learning","recurrent-neural-networks","reinforcement-learning-algorithms","transformers"],"latest_commit_sha":null,"homepage":"https://deeplearning.neuromatch.io/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc-by-4.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/NeuromatchAcademy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/contributing.md","funding":null,"license":"LICENSE-CODE.md","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":"2021-04-12T20:19:44.000Z","updated_at":"2025-04-04T04:05:17.000Z","dependencies_parsed_at":"2023-02-14T16:15:38.257Z","dependency_job_id":"264615ce-8dd5-4284-9459-cfcbc0672bf1","html_url":"https://github.com/NeuromatchAcademy/course-content-dl","commit_stats":{"total_commits":1219,"total_committers":42,"mean_commits":"29.023809523809526","dds":0.2756357670221493,"last_synced_commit":"960886432c48e363223b5afa5683a69c653fb7bb"},"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NeuromatchAcademy%2Fcourse-content-dl","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NeuromatchAcademy%2Fcourse-content-dl/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NeuromatchAcademy%2Fcourse-content-dl/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NeuromatchAcademy%2Fcourse-content-dl/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/NeuromatchAcademy","download_url":"https://codeload.github.com/NeuromatchAcademy/course-content-dl/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248732486,"owners_count":21152852,"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":["continual-learning","convolutional-neural-networks","deep-learning","recurrent-neural-networks","reinforcement-learning-algorithms","transformers"],"created_at":"2024-11-09T10:27:43.725Z","updated_at":"2025-04-13T15:10:49.800Z","avatar_url":"https://github.com/NeuromatchAcademy.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Neuromatch Academy Deep Learning (NMA-DL) syllabus\n\u003c!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section --\u003e\n[![All Contributors](https://img.shields.io/badge/all_contributors-3-orange.svg?style=flat-square)](#contributors-)\n\u003c!-- ALL-CONTRIBUTORS-BADGE:END --\u003e\n\n*July 7 - 25, 2025*\n\n**Objectives**: Gain hands-on, code-first experience with deep learning theories, models, and skills that are useful for applications and for advancing science. We focus on how to decide which problems can be tackled with deep learning, how to determine what model is best, how to best implement a model, how to visualize / justify findings, and how neuroscience can inspire deep learning. And throughout we emphasize the ethical use of DL. \n\nPlease check out [expected prerequisites here](https://github.com/NeuromatchAcademy/precourse/blob/main/prereqs/DeepLearning.md)!\n\nThe content should primarily be accessed from our ebook: https://deeplearning.neuromatch.io/ [under continuous development]\n\nSchedule: https://github.com/NeuromatchAcademy/course-content-dl/blob/main/tutorials/Schedule/daily_schedules.md\n\n----\n\n# Licensing\n\n[![CC BY 4.0][cc-by-image]][cc-by]\n\n[![CC BY 4.0][cc-by-shield]][cc-by] [![BSD-3][bsd-3-shield]][bsd-3]\n\nThe contents of this repository are shared under under a [Creative Commons Attribution 4.0 International License][cc-by].\n\nSoftware elements are additionally licensed under the [BSD (3-Clause) License][bsd-3].\n\nDerivative works may use the license that is more appropriate to the relevant context.\n\n[cc-by]: http://creativecommons.org/licenses/by/4.0/\n[cc-by-image]: https://i.creativecommons.org/l/by/4.0/88x31.png\n[cc-by-shield]: https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg\n\n[bsd-3]: https://opensource.org/licenses/BSD-3-Clause\n[bsd-3-shield]: https://camo.githubusercontent.com/9b9ea65d95c9ef878afa1987df65731d47681336/68747470733a2f2f696d672e736869656c64732e696f2f707970692f6c2f736561626f726e2e737667\n\n## Contributors ✨\n\nThanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --\u003e\n\u003c!-- prettier-ignore-start --\u003e\n\u003c!-- markdownlint-disable --\u003e\n\u003ctable\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.dendrites.gr\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/10776251?v=4?s=100\" width=\"100px;\" alt=\"Spiros Chavlis\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSpiros Chavlis\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/NeuromatchAcademy/course-content-dl/commits?author=spirosChv\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/NeuromatchAcademy/course-content-dl/commits?author=spirosChv\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#infra-spirosChv\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ebatty\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/8988527?v=4?s=100\" width=\"100px;\" alt=\"Ella Batty\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eElla Batty\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/NeuromatchAcademy/course-content-dl/commits?author=ebatty\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/NeuromatchAcademy/course-content-dl/commits?author=ebatty\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#infra-ebatty\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/iamzoltan\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/21369773?v=4?s=100\" width=\"100px;\" alt=\"Zoltan\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eZoltan\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/NeuromatchAcademy/course-content-dl/commits?author=iamzoltan\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/NeuromatchAcademy/course-content-dl/commits?author=iamzoltan\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#infra-iamzoltan\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\n\u003c!-- markdownlint-restore --\u003e\n\u003c!-- prettier-ignore-end --\u003e\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:END --\u003e\n\nThis project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneuromatchacademy%2Fcourse-content-dl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fneuromatchacademy%2Fcourse-content-dl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneuromatchacademy%2Fcourse-content-dl/lists"}