{"id":19220291,"url":"https://github.com/kinoute/elyane","last_synced_at":"2025-05-13T01:12:35.916Z","repository":{"id":146647056,"uuid":"193749566","full_name":"kinoute/Elyane","owner":"kinoute","description":"An OOP Deep Neural Network using a similar syntax as Keras with many hyper-parameters, optimizers and activation functions available.","archived":false,"fork":false,"pushed_at":"2019-07-08T07:25:24.000Z","size":43854,"stargazers_count":4,"open_issues_count":0,"forks_count":3,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-05-13T01:12:29.805Z","etag":null,"topics":["adam-optimizer","deep-learning","dropout","l2-regularization","momentum","neural-network","oop","python","rmsprop","softmax"],"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/kinoute.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":"2019-06-25T16:59:55.000Z","updated_at":"2022-03-24T14:30:47.000Z","dependencies_parsed_at":null,"dependency_job_id":"1fb7db4d-2ec7-4bbe-882b-8a47b8c9a65e","html_url":"https://github.com/kinoute/Elyane","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/kinoute%2FElyane","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kinoute%2FElyane/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kinoute%2FElyane/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kinoute%2FElyane/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kinoute","download_url":"https://codeload.github.com/kinoute/Elyane/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253851071,"owners_count":21973674,"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":["adam-optimizer","deep-learning","dropout","l2-regularization","momentum","neural-network","oop","python","rmsprop","softmax"],"created_at":"2024-11-09T14:34:43.747Z","updated_at":"2025-05-13T01:12:35.908Z","avatar_url":"https://github.com/kinoute.png","language":"Python","readme":"# A Keras-Like Deep Neural Network Abstraction\n\nAn OOP Deep Neural Network using a similar syntax as Keras with many hyper-parameters, optimizers and activation functions available.\n\n## Installation\n\nJust clone the repository to your computer to get started:\n\n```sh\ngit clone git@github.com:kinoute/Elyane.git\ncd Elyane\n```\n\nThe only dependencies to make this neural network work are \"numpy\" and \"pdoc3\". They can be installed directly from the main directory if you don't have them already:\n\n```sh\npip3 install -r requirements.txt\n```\n\nThree examples are available: `mnist.py`, `fashion_mnist.py` and `xor.py`.\n\n## Features\n\n### Batches\n\n* Batch Gradient Descent\n* Mini-batch gradient descent\n* SGD\n\n### Layers\n\n* Full-Connected Layer\n* Softmax Layer\n* Dropout Layer\n\n### Optimizers\n\n* Momentum\n* RMSprop\n* Adam Optimization\n* Amsgrad optimization\n\n### Losses\n\n* Mean Squared Error (MSE)\n* Mean Absolute Error (MAE)\n* Cross Entropy\n* Multi-Class Cross Entropy\n\n### Regularizers\n\n* L1 Regularization\n* L2 Regularization\n* Dropout\n\n### Activation functions\n\n* Sigmoid\n* TanH\n* Relu\n* Leaky Relu\n* Softmax\n\n### Tools\n\n* One hot encoding\n* Normalization of images\n\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkinoute%2Felyane","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkinoute%2Felyane","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkinoute%2Felyane/lists"}