{"id":15129918,"url":"https://github.com/virginiakm1988/ml2022-spring","last_synced_at":"2025-05-15T08:00:33.127Z","repository":{"id":38351485,"uuid":"461559512","full_name":"virginiakm1988/ML2022-Spring","owner":"virginiakm1988","description":"**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2022 Spring","archived":false,"fork":false,"pushed_at":"2022-10-18T08:57:31.000Z","size":16531,"stargazers_count":2320,"open_issues_count":2,"forks_count":526,"subscribers_count":22,"default_branch":"main","last_synced_at":"2025-04-14T13:07:24.081Z","etag":null,"topics":["deep-learning","machine-learning"],"latest_commit_sha":null,"homepage":"https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php","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/virginiakm1988.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}},"created_at":"2022-02-20T17:17:14.000Z","updated_at":"2025-04-14T04:36:33.000Z","dependencies_parsed_at":"2022-07-09T04:46:06.637Z","dependency_job_id":null,"html_url":"https://github.com/virginiakm1988/ML2022-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/virginiakm1988%2FML2022-Spring","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/virginiakm1988%2FML2022-Spring/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/virginiakm1988%2FML2022-Spring/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/virginiakm1988%2FML2022-Spring/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/virginiakm1988","download_url":"https://codeload.github.com/virginiakm1988/ML2022-Spring/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254301420,"owners_count":22047901,"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":"2024-09-26T02:23:58.374Z","updated_at":"2025-05-15T08:00:33.070Z","avatar_url":"https://github.com/virginiakm1988.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"![banner](https://i.imgur.com/f6OcdtQ.png)\n\n\u003cp\u003e\n  \u003ch2 align=\"center\"\u003e\n  機器學習 Machine Learning 2022 Spring by National Taiwan University\u003cbr\u003e\n  \u003c/h2\u003e\n\u003c/p\u003e\n\n\nThis repository contains code and slides of 15 homeworks for Machine Learning instructed by 李宏毅(Hung-Yi Lee). All the information about this course can be found on the [course website](https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php). \n\n## 15 Homeworks\n* HW1 : Regression [[Video]](https://youtu.be/cFIImk_yBTg) \n[[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW01/HW01.ipynb) \n[[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW01/HW01.pdf)\n* HW2 : Classification [[Video]](https://youtu.be/FxuPF4vjga4)\n[[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW02/HW02.ipynb) \n[[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW02/HW02.pdf)\n* HW3 : CNN [[Video]](https://youtu.be/GXLwjQ_O50g)\n[[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW03/HW03.ipynb) \n[[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW03/HW03.pdf)\n* HW4 : Self-Attention [[Video]](https://youtu.be/-KbD40w9-Io) \n[[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW04/hw04.ipynb) \n[[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW04/Machine%20Learning%20HW4.pdf)\n* HW5 : Transformer [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW05/HW05.ipynb)\n[[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW05/HW05.pdf)\n* HW6 : GAN [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW06/HW06.ipynb)\n[[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW06/HW06.pdf)\n* HW7 : BERT [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW07/HW07.ipynb)\n[[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW07/HW07.pdf)\n* HW8 : Autoencoder [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW08/HW08.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW08/HW08.pdf)\n* HW9 : Explainable AI [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW09/HW09.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW09/HW09.pdf)\n* HW10 : Adversarial Attack [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW10/HW10.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW10/HW10.pdf)\n* HW11 : Adaptation [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW11/HW11.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW11/HW11.pdf)\n* HW12 : Reinforcement Learning [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW12/HW12.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW12/HW12.pdf)\n* HW13 : Network Compression [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW13/HW13.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW13/HW13.pdf)\n* HW14 : Life-Long Learning [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW14/HW14.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW14/HW14.pdf)\n* HW15 : Meta Learning [[Code]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW15/HW15.ipynb) [[Slide]](https://github.com/virginiakm1988/ML2022-Spring/blob/main/HW15/HW15.pdf)\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=7XZR0-4uS5s\u0026t=18s)\n\u003cimg src=\"http://i.imgur.com/SRv0h6F.jpg\" width=\"500\"\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvirginiakm1988%2Fml2022-spring","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvirginiakm1988%2Fml2022-spring","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvirginiakm1988%2Fml2022-spring/lists"}