{"id":31788492,"url":"https://github.com/vvkmnn/rnndl","last_synced_at":"2026-05-18T09:02:49.391Z","repository":{"id":147360798,"uuid":"102973508","full_name":"Vvkmnn/rnnDL","owner":"Vvkmnn","description":"⚜️ A recurrent neural network that translates English and French.","archived":false,"fork":false,"pushed_at":"2017-09-11T01:03:15.000Z","size":5072,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-10-10T14:21:18.284Z","etag":null,"topics":["deep-learning","recurrent-neural-networks","tensorflow","translation"],"latest_commit_sha":null,"homepage":"","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/Vvkmnn.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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2017-09-09T17:41:11.000Z","updated_at":"2017-09-24T16:35:00.000Z","dependencies_parsed_at":"2023-03-26T17:03:17.212Z","dependency_job_id":null,"html_url":"https://github.com/Vvkmnn/rnnDL","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Vvkmnn/rnnDL","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vvkmnn%2FrnnDL","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vvkmnn%2FrnnDL/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vvkmnn%2FrnnDL/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vvkmnn%2FrnnDL/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Vvkmnn","download_url":"https://codeload.github.com/Vvkmnn/rnnDL/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vvkmnn%2FrnnDL/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33172173,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-18T05:43:36.989Z","status":"ssl_error","status_checked_at":"2026-05-18T05:43:19.133Z","response_time":71,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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","recurrent-neural-networks","tensorflow","translation"],"created_at":"2025-10-10T14:18:52.610Z","updated_at":"2026-05-18T09:02:49.385Z","avatar_url":"https://github.com/Vvkmnn.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## babelfishRNN\nThe fourth project in the [Deep Learning Foundations Nanodegree program](https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101), further refining the nuances of Recurrent Neural Networks, but this time, focused on **translating between two languages**.\n\n\n![](http://static4.businessinsider.com/image/54b7b3addd0895d5278b464f-960/babel-fish.jpg)\n\nHere, we **translate English to French** using **Word Embedding, Encoding, Decoding**, and **Interference**. The resulting network achieved 0.0177 loss, but on a relatively small dataset 227 English words. The details of the methodology are in `babelfishRNN`**,\n\n### Setup\n\nThis project requires Python 3 (Probably as distributed by [Anaconda](https://www.continuum.io/downloads)) and [Tensorflow](https://www.tensorflow.org/):\n\n```python\nappnope==0.1.0\nautopep8==1.3.2\nbackports.weakref==1.0rc1\nbleach==1.5.0\ndecorator==4.1.2\nhtml5lib==0.9999999\nipykernel==4.6.1\nipython==6.1.0\nipython-genutils==0.2.0\njedi==0.10.2\njupyter-client==5.1.0\njupyter-core==4.3.0\nMarkdown==2.6.8\nnumpy==1.13.1\npexpect==4.2.1\npickleshare==0.7.4\nprompt-toolkit==1.0.15\nprotobuf==3.3.0\nptyprocess==0.5.2\npycodestyle==2.3.1\nPygments==2.2.0\npython-dateutil==2.6.1\npyzmq==16.0.2\nsimplegeneric==0.8.1\nsix==1.10.0\ntensorflow==1.0.0\ntornado==4.5.1\ntraitlets==4.3.2\nwcwidth==0.1.7\nWerkzeug==0.12.2\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvvkmnn%2Frnndl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvvkmnn%2Frnndl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvvkmnn%2Frnndl/lists"}