{"id":13562002,"url":"https://github.com/Atcold/NYU-DLSP21","last_synced_at":"2025-04-03T18:32:11.649Z","repository":{"id":38220751,"uuid":"358407250","full_name":"Atcold/NYU-DLSP21","owner":"Atcold","description":"NYU Deep Learning Spring 2021","archived":false,"fork":false,"pushed_at":"2024-09-10T16:48:17.000Z","size":31103,"stargazers_count":1572,"open_issues_count":0,"forks_count":275,"subscribers_count":53,"default_branch":"master","last_synced_at":"2024-10-27T15:26:41.490Z","etag":null,"topics":["deep-learning","ebm","nyu","yann-le-cunn"],"latest_commit_sha":null,"homepage":"https://atcold.github.io/NYU-DLSP21/","language":"Jupyter Notebook","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/Atcold.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":"2021-04-15T22:20:41.000Z","updated_at":"2024-10-23T05:33:20.000Z","dependencies_parsed_at":"2023-09-22T01:38:19.275Z","dependency_job_id":"c1b09372-fe89-4432-a213-00e617f9d4cd","html_url":"https://github.com/Atcold/NYU-DLSP21","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Atcold%2FNYU-DLSP21","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Atcold%2FNYU-DLSP21/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Atcold%2FNYU-DLSP21/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Atcold%2FNYU-DLSP21/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Atcold","download_url":"https://codeload.github.com/Atcold/NYU-DLSP21/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":223010362,"owners_count":17072967,"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":["deep-learning","ebm","nyu","yann-le-cunn"],"created_at":"2024-08-01T13:01:03.497Z","updated_at":"2024-11-04T14:30:28.613Z","avatar_url":"https://github.com/Atcold.png","language":"Jupyter Notebook","readme":"# NYU Deep Learning Spring 2021 (NYU-DLSP21)\n\n\u003c!-- English - French --\u003e\n[🇬🇧](https://github.com/Atcold/NYU-DLSP21/blob/master/README.md) \u0026nbsp; [🇫🇷](https://github.com/Atcold/NYU-DLSP21/blob/master/docs/fr/README-FR.md)\n\n\n## Content new organisation\n\nThis semester we have reorganised the didactic material.\nIn the first half of the semester we covered 3 topics, spanning two weeks, each followed by an assignment.\nMoreover, each lecture had a corresponding practicum.\n\n1. History, backpropagation, and gradient descent\n2. Parameter sharing: recurrent and convolutional networks\n3. Latent variable (LV) energy based models (EBMs)\n\nPay attention that we have redesigned the curriculum and lectures' content.\nWe've treated LV-EBM as a *basic* module, which to build upon.\n\n\n## Enters the semester's second half\n\nI thought I was going to repropose the same practica I've used during [NYU-DLSP20](https://github.com/Atcold/NYU-DLSP20), last year edition, just in different order.\n\nBut I couldn't.\n\nThis year's students have LV-EBMs on their side.\nWe told them about *the cake* and now I cannot pretend it doesn't exist and teach as if they were unaware of the elephant in the room.\nIt would have been intellectually dishonest.\nHenceforth, I've redesigned my whole deck of slides.\n\n\n## This semester repository\n\nThat's why this repo has been created.\nI'm **not** going to try to do the same insane work I've put up with last year, but I need a space where to post updated slides, notebooks, and host new transcriptions.\nLast year material is still valid.\nThis year you have a different take.\nA more powerful one.\n\n\n## Previous releases\n\nBefore NYU-DLSP21 there were…\n\n- [NYU-DLSP20](https://github.com/Atcold/NYU-DLSP20) (major release)\n- [NYU-DLSP19](https://github.com/Atcold/NYU-DLSP20/releases/tag/dlsp19)\n- [AIMS-DLFL19](https://github.com/Atcold/NYU-DLSP20/releases/tag/aims-fl18)\n- [CoDaS-HEP18](https://github.com/Atcold/NYU-DLSP20/releases/tag/v1.0.0)\n- [NYU-DLSP18](https://docs.google.com/document/d/1_p1Mw-NtMGN_vpas_pchLsQC2u0NM5mTnRapBrQ2ivk/)\n- [Purdue-DLFL16](https://docs.google.com/document/d/1ugJRMqQ_cCUQC1B8mSE0iro7sKrDT8-BnppTZv0rA08/)\n- [torch-Video-Tutorials](https://github.com/Atcold/torch-Video-Tutorials)\n\n## More info\n\nKeep reading on the [class website](https://atcold.github.io/NYU-DLSP21/).\n","funding_links":[],"categories":["Jupyter Notebook","HarmonyOS"],"sub_categories":["Windows Manager"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FAtcold%2FNYU-DLSP21","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FAtcold%2FNYU-DLSP21","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FAtcold%2FNYU-DLSP21/lists"}