{"id":22353453,"url":"https://github.com/sofialtamsh/nlp-chatbot","last_synced_at":"2026-04-16T14:06:41.011Z","repository":{"id":265727298,"uuid":"888935827","full_name":"sofialtamsh/NLP-Chatbot","owner":"sofialtamsh","description":"NLP-Chatbot","archived":false,"fork":false,"pushed_at":"2024-12-01T20:18:57.000Z","size":6803,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-31T13:34:10.533Z","etag":null,"topics":["chatbot","cuda","generative-network","machine-learning","natural-language-processing","nlp","nlp-python","nlp-question-answering","python","question-answering","question2answer","seq2seq","squad-dataset","tensorflow"],"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/sofialtamsh.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":"2024-11-15T09:39:03.000Z","updated_at":"2024-12-01T20:19:00.000Z","dependencies_parsed_at":"2024-11-30T18:41:24.272Z","dependency_job_id":null,"html_url":"https://github.com/sofialtamsh/NLP-Chatbot","commit_stats":null,"previous_names":["sofialtamsh/nlp-chatbot"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sofialtamsh%2FNLP-Chatbot","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sofialtamsh%2FNLP-Chatbot/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sofialtamsh%2FNLP-Chatbot/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sofialtamsh%2FNLP-Chatbot/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sofialtamsh","download_url":"https://codeload.github.com/sofialtamsh/NLP-Chatbot/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245652337,"owners_count":20650466,"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":["chatbot","cuda","generative-network","machine-learning","natural-language-processing","nlp","nlp-python","nlp-question-answering","python","question-answering","question2answer","seq2seq","squad-dataset","tensorflow"],"created_at":"2024-12-04T13:08:34.033Z","updated_at":"2026-04-16T14:06:41.005Z","avatar_url":"https://github.com/sofialtamsh.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Question Answering On SQUAD \n## Short-Video\nhttps://user-images.githubusercontent.com/87471617/140063943-754d35aa-e806-4234-a5b4-108b2193d962.mp4\n \n        \n     \n## Requirements\n- Tensorflow=2.4.0\n- CUDA=11.2\n- CUDNN=11.4 (necessary only for gpu computing (optional))\n- Python 3.6 \n \n## Dataset\nThe Stanford Question Answering Dataset (SQuAD), which is derived from Wikipedia, can be used for question answering chatbot. The SQuAD includes:\n- 107,785 question-answer pairs depend on 536 articles.\n- Due to a lack of RAM, only 10.000 pairs have been used for training of the Seq2Seq model.\n- According to the results, given questions to the model can be predicted by the model accurately.\n- Given data to the model should be enhanced in order to increase the accuracy of the model.\n\n## Folders:\n### Data: \n- Downloaded data will be saved in this folder. Dowloading script is available in \"Preporeccsing file.py\". The program will download it in Data folder, if the folder exists.\n### Weight:\n- Model weight, encoder and decoder model will be saved in this folder.\n### Image:\n- The history of the model will be saved in this folder.\n\n\n## Model:\nSeq2Seq architecture has been chosen to train the model.\n\n## Running:\n- The \"main.py\" file must be run in a virtual environment with the system requirements. \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsofialtamsh%2Fnlp-chatbot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsofialtamsh%2Fnlp-chatbot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsofialtamsh%2Fnlp-chatbot/lists"}