{"id":13570183,"url":"https://github.com/ga642381/ML2021-Spring","last_synced_at":"2025-04-04T06:32:11.599Z","repository":{"id":41313813,"uuid":"343443888","full_name":"ga642381/ML2021-Spring","owner":"ga642381","description":"**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2021 Spring","archived":false,"fork":false,"pushed_at":"2023-11-09T09:39:15.000Z","size":23002,"stargazers_count":835,"open_issues_count":0,"forks_count":323,"subscribers_count":24,"default_branch":"main","last_synced_at":"2024-11-05T02:36:23.626Z","etag":null,"topics":["deep-learning","machine-learning"],"latest_commit_sha":null,"homepage":"https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html","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/ga642381.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}},"created_at":"2021-03-01T14:25:13.000Z","updated_at":"2024-11-05T02:30:23.000Z","dependencies_parsed_at":"2024-01-14T04:06:33.963Z","dependency_job_id":null,"html_url":"https://github.com/ga642381/ML2021-Spring","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/ga642381%2FML2021-Spring","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ga642381%2FML2021-Spring/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ga642381%2FML2021-Spring/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ga642381%2FML2021-Spring/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ga642381","download_url":"https://codeload.github.com/ga642381/ML2021-Spring/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247134881,"owners_count":20889410,"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","machine-learning"],"created_at":"2024-08-01T14:00:49.315Z","updated_at":"2025-04-04T06:32:06.580Z","avatar_url":"https://github.com/ga642381.png","language":"Jupyter Notebook","funding_links":[],"categories":["Jupyter Notebook"],"sub_categories":[],"readme":"![banner](https://i.imgur.com/78UhAe2.png)\n\u003cp\u003e\n  \u003ch2 align=\"center\"\u003e\n  機器學習 Machine Learning 2021 Spring by National Taiwan University\u003cbr\u003e\n  \u003c/h2\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"https://i.imgur.com/UehEGrH.png\" width=\"500\"\u003e\n\u003c/p\u003e\n\nThis repository contains code and slides of 15 homeworks for Machine Learning instructed by [李宏毅(Hung-Yi Lee)](https://speech.ee.ntu.edu.tw/~hylee/index.php). All the information about this course can be found on the [course website](https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html). \n\n## Lecture Videos\nThe lecture videos are available on Hung-Yi Lee's [youtube channel](https://www.youtube.com/channel/UC2ggjtuuWvxrHHHiaDH1dlQ).\n\n[\u003cimg src=\"https://i.imgur.com/SFDpe52.jpg\" width=\"500\"\u003e](https://www.youtube.com/watch?v=Ye018rCVvOo\u0026ab_channel=Hung-yiLee)\n\n\n## 15 Homeworks\n* HW1 : Regression\n* HW2 : Classification\n* HW3 : CNN\n* HW4 : Self-Attention\n* HW5 : Transformer\n* HW6 : GAN\n* HW7 : BERT\n* HW8 : Autoencoder\n* HW9 : Explainable AI\n* HW10 : Adversarial Attack\n* HW11 : Adaptation\n* HW12 : Reinforcement Learning\n* HW13 : Network Compression\n* HW14 : Life-Long Learning\n* HW15 : Meta Learning\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fga642381%2FML2021-Spring","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fga642381%2FML2021-Spring","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fga642381%2FML2021-Spring/lists"}