{"id":20963326,"url":"https://github.com/nafisrayan/lstm-chatbot-from-scratch","last_synced_at":"2026-05-08T14:04:50.874Z","repository":{"id":248699428,"uuid":"829447710","full_name":"NafisRayan/LSTM-Chatbot-from-scratch","owner":"NafisRayan","description":"LSTM Chatbot 🤖from scratch","archived":false,"fork":false,"pushed_at":"2024-09-03T23:03:09.000Z","size":2665,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-01T22:40:54.390Z","etag":null,"topics":["ai","artificial-intelligence","chatbot","datasets","lstm","machine-learning","ml","nlp","python","pytorch"],"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/NafisRayan.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":"2024-07-16T12:53:32.000Z","updated_at":"2024-09-03T23:03:13.000Z","dependencies_parsed_at":"2024-07-16T15:45:43.109Z","dependency_job_id":"2f059bae-46b0-4fdb-9fd4-2232c237042e","html_url":"https://github.com/NafisRayan/LSTM-Chatbot-from-scratch","commit_stats":null,"previous_names":["nafisrayan/lstm-chatbot-from-scratch"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/NafisRayan/LSTM-Chatbot-from-scratch","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NafisRayan%2FLSTM-Chatbot-from-scratch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NafisRayan%2FLSTM-Chatbot-from-scratch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NafisRayan%2FLSTM-Chatbot-from-scratch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NafisRayan%2FLSTM-Chatbot-from-scratch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/NafisRayan","download_url":"https://codeload.github.com/NafisRayan/LSTM-Chatbot-from-scratch/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NafisRayan%2FLSTM-Chatbot-from-scratch/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32783453,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-08T08:22:46.396Z","status":"ssl_error","status_checked_at":"2026-05-08T08:22:45.650Z","response_time":54,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: 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":["ai","artificial-intelligence","chatbot","datasets","lstm","machine-learning","ml","nlp","python","pytorch"],"created_at":"2024-11-19T02:43:40.624Z","updated_at":"2026-05-08T14:04:50.853Z","avatar_url":"https://github.com/NafisRayan.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LSTM-Chatbot-from-scratch\nLSTM Chatbot 🤖from scratch\n\nThis repository contains a comprehensive guide and implementation for building a chatbot from scratch using Long Short-Term Memory (LSTM) networks. The project is designed to help users understand the intricacies of developing intelligent conversational agents through practical application.\n\n## Table of Contents\n\n- [Introduction](#introduction)\n- [Getting Started](#getting-started)\n- [Prerequisites](#prerequisites)\n- [Usage](#usage)\n- [Dependencies](#dependencies)\n- [Contributing](#contributing)\n- [License](#license)\n\n## Introduction\n\nThe goal of this project is to provide a hands-on approach to understanding LSTM networks, a type of recurrent neural network (RNN) capable of learning long-term dependencies. By implementing a chatbot, we aim to demonstrate how LSTMs can be applied to natural language processing tasks, enabling machines to engage in conversations similar to human interactions.\n\n## Getting Started\n\nTo get started with this project, clone the repository and navigate to the project directory. Ensure you have Python 3.x and Jupyter Notebook installed on your system. If you don't have Jupyter Notebook, you can install it via pip:\n\n```bash\npip install jupyter\n```\n\nThen, launch Jupyter Notebook and open the `LSTM_Chatbot_from_scratch.ipynb` file to start exploring the project.\n\n## Prerequisites\n\n- Python 3.x\n- Jupyter Notebook\n- Basic knowledge of Python programming\n- Familiarity with machine learning concepts\n\n## Usage\n\nFollow the instructions in the `LSTM_Chatbot_from_scratch.ipynb` notebook. The notebook is structured into several sections:\n\n1. **Data Preparation**: Downloading and preprocessing the dataset.\n2. **Model Building**: Constructing the LSTM model architecture.\n3. **Training**: Training the model on the prepared dataset.\n4. **Evaluation**: Assessing the model's performance and making predictions.\n\nExecute each cell in the notebook sequentially to replicate the project.\n\n## Dependencies\n\nThis project relies on several Python packages, including:\n\n- os\n- sys\n- tempfile\n- urllib.request\n- urllib.parse\n- urllib.error\n- zipfile\n- tarfile\n- shutil\n\nAdditionally, you'll need machine learning libraries like TensorFlow or PyTorch for building and training the LSTM model.\n\n## Contributing\n\nWe welcome contributions from everyone. Whether it's a bug fix, new features, or improvements to documentation, we appreciate your efforts. Here's how you can contribute:\n\n### Reporting Issues\n\nIf you encounter a bug or think something is missing, please create an issue describing the problem. Make sure to provide as much detail as possible, including steps to reproduce the issue and any error messages.\n\n### Submitting Pull Requests\n\n1. Fork the Repository\n2. Clone your forked repository to your local machine.\n3. Create a branch for your feature or fix.\nbash git checkout -b my-feature\n\n4. Make your changes and commit them.\nbash git commit -am 'Implemented my awesome feature'\n\n5. Push your branch to your forked repository.\nbash git push origin my-feature\n\n6. Go to your forked repository on GitHub and select your branch.\n7. Click on \"New pull request\".\n8. Fill out the form and click on \"Create pull request\".\n\n### Code Style\n\n- We use PEP 8 style guide for Python code.\n- Use meaningful names for variables, functions, and classes.\n- Add comments where necessary to explain why certain decisions were made.\n\n### Testing\n\nBefore submitting a pull request, please test your changes thoroughly. Consider adding tests to cover your changes, especially if you're modifying existing functionality.\n\n### Documentation\n\nIf your changes affect the documentation, please update the README and any other relevant documents accordingly.\n\nThank you for contributing!\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnafisrayan%2Flstm-chatbot-from-scratch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnafisrayan%2Flstm-chatbot-from-scratch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnafisrayan%2Flstm-chatbot-from-scratch/lists"}