{"id":19798167,"url":"https://github.com/hatoonguls/deep-learning-with-pytorch","last_synced_at":"2025-02-28T10:50:00.437Z","repository":{"id":249435469,"uuid":"831512518","full_name":"hatoonguls/Deep-Learning-with-PyTorch","owner":"hatoonguls","description":"Deep learning with The Street View House Numbers (SVHN) Dataset","archived":false,"fork":false,"pushed_at":"2024-07-20T19:36:39.000Z","size":59,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-11T05:24:30.804Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","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/hatoonguls.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":"2024-07-20T19:18:03.000Z","updated_at":"2024-07-20T19:38:10.000Z","dependencies_parsed_at":"2024-07-20T20:00:32.346Z","dependency_job_id":null,"html_url":"https://github.com/hatoonguls/Deep-Learning-with-PyTorch","commit_stats":null,"previous_names":["hatoonguls/deep-learning-with-pytorch"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hatoonguls%2FDeep-Learning-with-PyTorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hatoonguls%2FDeep-Learning-with-PyTorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hatoonguls%2FDeep-Learning-with-PyTorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hatoonguls%2FDeep-Learning-with-PyTorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hatoonguls","download_url":"https://codeload.github.com/hatoonguls/Deep-Learning-with-PyTorch/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241139505,"owners_count":19916465,"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":"2024-11-12T07:28:21.475Z","updated_at":"2025-02-28T10:50:00.407Z","avatar_url":"https://github.com/hatoonguls.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\nIn this project I tackled the problem of classifying images.\n\nDataset Citation:\n\nYuval Netzer, Tao Wang, Adam Coates, Alessandro Bissacco, Bo Wu, Andrew Y. Ng Reading Digits in Natural Images with Unsupervised Feature Learning NIPS Workshop on Deep Learning and Unsupervised Feature Learning 2011.\n\nThe dataset is called Street View House Numbers (or SVHN). The dataset consists of images of house numbers, taken from Google Street View. There are 10 classes, one for each digit (0-9).\n\nThere are 73,257 sample digits for training, 26,032 samples for testing, and 531131 extra samples.\n\nI used the dataset to train 3 different models:\n\nLogistic Regression\nFeedforward (Fully-Connected) Neural Network (FNN)\nConvolutional Neural Network (CNN)\nAnd analyze the difference between these models by looking at the test accuracy and loss.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhatoonguls%2Fdeep-learning-with-pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhatoonguls%2Fdeep-learning-with-pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhatoonguls%2Fdeep-learning-with-pytorch/lists"}