{"id":15987157,"url":"https://github.com/andraxdev/emnist-cnn","last_synced_at":"2025-04-04T22:12:56.629Z","repository":{"id":153997168,"uuid":"591070939","full_name":"AndraxDev/emnist-cnn","owner":"AndraxDev","description":"A Convolutional Neural Network for EMNIST dataset","archived":false,"fork":false,"pushed_at":"2023-01-20T10:43:41.000Z","size":12,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-10T06:41:43.576Z","etag":null,"topics":["classification","cnn","emnist","emnist-classification","machine-learning","mnist","mnist-classification","neural-network","python"],"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/AndraxDev.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":"2023-01-19T21:23:14.000Z","updated_at":"2023-01-20T13:48:52.000Z","dependencies_parsed_at":null,"dependency_job_id":"f6f08d17-462c-4c7d-be8e-086d7594c129","html_url":"https://github.com/AndraxDev/emnist-cnn","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/AndraxDev%2Femnist-cnn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndraxDev%2Femnist-cnn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndraxDev%2Femnist-cnn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndraxDev%2Femnist-cnn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AndraxDev","download_url":"https://codeload.github.com/AndraxDev/emnist-cnn/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247256116,"owners_count":20909240,"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":["classification","cnn","emnist","emnist-classification","machine-learning","mnist","mnist-classification","neural-network","python"],"created_at":"2024-10-08T03:21:18.410Z","updated_at":"2025-04-04T22:12:56.623Z","avatar_url":"https://github.com/AndraxDev.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MNIST-like datasets classifier\nConvolutional neural network to recognize symbols using a MNIST-like datasets\n\n## Purpose\nRecognize handwritten letters and digits\n\n## Accuracy\n\n```\n92%\n```\n\n## Requirements\n\n```\nPyTorch, TorchVision, Numpy (1.23.1), matplotlib.pyplot\n```\n\n## Requirements for datasets\n\n28x28 grayscaled images\n\n## Tested datasets\n\n- \u003ca href = \"https://en.wikipedia.org/wiki/MNIST_database\"\u003eMNIST\u003c/a\u003e\n- \u003ca href = \"https://www.nist.gov/itl/products-and-services/emnist-dataset\"\u003eEMNIST\u003c/a\u003e\n\n## Run\n\n```\npython3 cnn.py\n```\n\n## Runtime options\n\n```python\n# Comment or uncomment necessary functions\ntrain(model, model_path)\ntest(model_path)\ntest_all(model_path)\n```\n\n\u003e **Warning**\n\u003e\n\u003e Training NN or testing  all images (function test_all()) may take very long time.\n\n\n## Output example\n![Screenshot_11](https://user-images.githubusercontent.com/43646136/213566800-8456364a-79e6-41ca-932a-5a33b61bfa02.png)\n\n![Screenshot_12](https://user-images.githubusercontent.com/43646136/213566825-073a97c0-3e36-44cc-b53f-21681d28fced.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fandraxdev%2Femnist-cnn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fandraxdev%2Femnist-cnn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fandraxdev%2Femnist-cnn/lists"}