{"id":19642204,"url":"https://github.com/omerbsezer/basiclstm","last_synced_at":"2025-04-28T12:31:54.580Z","repository":{"id":40640801,"uuid":"145335075","full_name":"omerbsezer/BasicLSTM","owner":"omerbsezer","description":"The aim of this implementation is to help to learn structure of basic LSTM (LSTM cell forward, LSTM cell backward, etc..)","archived":true,"fork":false,"pushed_at":"2018-08-19T20:27:16.000Z","size":8,"stargazers_count":5,"open_issues_count":0,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-14T19:34:51.444Z","etag":null,"topics":["deep-learning","lstm-neural-networks","tutorial-code"],"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/omerbsezer.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}},"created_at":"2018-08-19T20:24:28.000Z","updated_at":"2024-12-20T01:15:13.000Z","dependencies_parsed_at":"2022-09-02T21:01:57.887Z","dependency_job_id":null,"html_url":"https://github.com/omerbsezer/BasicLSTM","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/omerbsezer%2FBasicLSTM","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/omerbsezer%2FBasicLSTM/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/omerbsezer%2FBasicLSTM/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/omerbsezer%2FBasicLSTM/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/omerbsezer","download_url":"https://codeload.github.com/omerbsezer/BasicLSTM/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251313730,"owners_count":21569480,"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":["deep-learning","lstm-neural-networks","tutorial-code"],"created_at":"2024-11-11T14:11:54.942Z","updated_at":"2025-04-28T12:31:54.327Z","avatar_url":"https://github.com/omerbsezer.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Basic Long Short Term Memory (LSTM)\n\n* Long Short Term Memory (LSTM) is a type of deep learning model that is mostly used for analysis of sequential data (time series data prediction). \n* There are different application areas that are used: Language model, neural machine translation, music generation, time series prediction, financial prediction, etc. \n* The aim of this implementation is to help to learn structure of basic LSTM (LSTM cell forward, LSTM cell backward, etc..).\n* Code is adapted from Andrew Ng's Course 'Sequential models'.\n\n## LSTM Cell\n\n\u003cimg width=\"886\" alt=\"lstm_cell\" src=\"https://user-images.githubusercontent.com/10358317/44312843-34a8bc80-a407-11e8-96c3-cc2bc07f1500.png\"\u003e\n\n## LSTM Forward Pass\n\n\u003cimg width=\"860\" alt=\"lstm_fw\" src=\"https://user-images.githubusercontent.com/10358317/44312846-3a060700-a407-11e8-878e-f1ce14cc98b4.png\"\u003e\n\n## Reference\n\n* Andrew Ng, Sequential Models Course, Deep Learning Specialization\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fomerbsezer%2Fbasiclstm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fomerbsezer%2Fbasiclstm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fomerbsezer%2Fbasiclstm/lists"}