{"id":19989689,"url":"https://github.com/singlezombie/dl-demos","last_synced_at":"2025-05-15T17:06:35.107Z","repository":{"id":38036455,"uuid":"490340156","full_name":"SingleZombie/DL-Demos","owner":"SingleZombie","description":"Demos for deep learning","archived":false,"fork":false,"pushed_at":"2024-12-04T09:13:35.000Z","size":713,"stargazers_count":598,"open_issues_count":2,"forks_count":127,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-05-15T17:06:27.790Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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/SingleZombie.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":"2022-05-09T15:27:30.000Z","updated_at":"2025-05-15T11:21:27.000Z","dependencies_parsed_at":"2024-12-04T10:32:30.126Z","dependency_job_id":null,"html_url":"https://github.com/SingleZombie/DL-Demos","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/SingleZombie%2FDL-Demos","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SingleZombie%2FDL-Demos/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SingleZombie%2FDL-Demos/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SingleZombie%2FDL-Demos/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SingleZombie","download_url":"https://codeload.github.com/SingleZombie/DL-Demos/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254384988,"owners_count":22062422,"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":[],"created_at":"2024-11-13T04:49:36.444Z","updated_at":"2025-05-15T17:06:30.090Z","avatar_url":"https://github.com/SingleZombie.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Installation\n\n1. Clone the git repo:\n\n```shell\ngit clone https://github.com/SingleZombie/DL-Demos.git\n```\n\n2. Run the installation command:\n\n```shell\npython setup.py develop\npip install -r requirements.txt\n```\n\nIt is recommended to create a directory named `work_dirs` and put temporary results into it.\n\n# Description\n\nDemos for deep learning.\n\n# Project\n\n## Andrew Ng Deep Learning Specialization\n\n01. Logistic Regression\n02. Shallow Nerual Network\n03. Deep Nerual Network (MLP)\n04. Parameter Initialization\n05. Regularization\n06. Advanced Optimizer (mini-batch, momentum, Adam)\n07. Multiclass Classification with TensorFlow and PyTorch\n08. NumPy Convolution 2D\n09. Basic CNN\n10. ResNet\n11. NMS\n12. ~~My YOLO model~~\n13. Letter level language model with PyTorch\n14. Sentiment analysis using Glove with PyTorch\n15. Date translation attention model with PyTorch\n16. Transformer cn-en translation with PyTorch\n\n## Generative Model\n\n1. VAE with PyTorch\n2. DDPM with PyTorch\n3. PixelCNN with PyTorch\n4. VQVAE with PyTorch\n5. DDIM with PyTorch\n\n## Others\n\n1. Style Transfer with PyTorch\n2. PyTorch DDP Demo\n3. Fourier Feature\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsinglezombie%2Fdl-demos","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsinglezombie%2Fdl-demos","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsinglezombie%2Fdl-demos/lists"}