{"id":18648094,"url":"https://github.com/nav3005/cold_email_generator","last_synced_at":"2025-11-05T07:30:34.220Z","repository":{"id":255651687,"uuid":"853344327","full_name":"Nav3005/Cold_Email_Generator","owner":"Nav3005","description":"Project to implement generation of Cold Mail for Buisness proposals with the use of LLM and Vector Embedding","archived":false,"fork":false,"pushed_at":"2024-09-09T15:28:29.000Z","size":374,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-12-27T12:27:05.135Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Nav3005.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2024-09-06T13:22:39.000Z","updated_at":"2024-09-09T15:28:33.000Z","dependencies_parsed_at":"2024-09-09T18:41:35.496Z","dependency_job_id":null,"html_url":"https://github.com/Nav3005/Cold_Email_Generator","commit_stats":null,"previous_names":["nav3005/cold_email_generator"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Nav3005%2FCold_Email_Generator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Nav3005%2FCold_Email_Generator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Nav3005%2FCold_Email_Generator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Nav3005%2FCold_Email_Generator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Nav3005","download_url":"https://codeload.github.com/Nav3005/Cold_Email_Generator/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239450012,"owners_count":19640642,"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":[],"created_at":"2024-11-07T06:28:54.952Z","updated_at":"2025-02-18T10:23:17.649Z","avatar_url":"https://github.com/Nav3005.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Cold Email Generator\n\n## Overview\nThe Cold Email Generator leverages LLM to create personalized cold emails with ease. By integrating Llama 3.1, Langchain, Groq and other powerful tools, this project offers a streamlined interface for generating customized emails based on user input and predefined templates.\n\n![alt text](op.png)\n\n## Features\n- **Automated Email Generation**: Generate cold emails using AI.\n- **Customizable Templates**: Tailor the email content to match specific industries or business needs.\n- **User-friendly Interface**: Built with Streamlit for an intuitive user experience.\n- **API Integration**: Uses Groq API for enhanced language processing.\n\n## Technologies Used\n- **Llama 3.1 (LLM)**: Large language model for generating human-like email content.\n- **Langchain**: A framework for developing applications powered by language models.\n- **Groq API**: Integrates Groq's powerful API to enhance language model capabilities.\n- **ChromaDB**: Store vector embeddings for fast retrieval.\n- **Jupyter Notebook**: Used for prototyping and experimenting with different AI models.\n- **Streamlit**: Web application framework for creating a simple and interactive user interface.\n\n## Architecture Model\n![Alt text](flow_Diag.jpeg)\n\n## Installation\nTo get started with this project, follow these steps:\n\n1. **Clone the repository**:\n   ```bash\n   git clone https://github.com/\u003cusername\u003e/\u003crepo\u003e.git\n   cd \u003crepo\u003e\n\n2. **Create a virtual environment** (optional but recommended):\n   ```bash\n   python -m venv venv\n\n3. **Activate the virtual environment**:\n   - On macOS/Linux:\n     ```bash\n     source venv/bin/activate\n     ```\n   - On Windows:\n     ```bash\n     venv\\Scripts\\activate\n     ```\n     \n4. **Set up the Groq API key**:\n   - Obtain your API key from [Groq](https://console.groq.com/docs/quickstart) and set it as an environment variable:\n     ```bash\n     export GROQ_API_KEY=your_api_key\n     ```\n5. **Run the Streamlit app**:\n   ```bash\n   streamlit run app.py\n\n## References:\n- [ChatGroq](https://python.langchain.com/v0.2/docs/integrations/chat/groq/)\n- [Vector Database](https://www.qwak.com/post/utilizing-llms-with-embedding-stores#:~:text=Vector%20embeddings%20are%20essential%20in,in%20a%20high%2Ddimensional%20space.)\n- [LLM Embedding](https://pub.aimind.so/llm-embeddings-explained-simply-f7536d3d0e4b)\n- [Python Environment](https://pypi.org/project/python-dotenv/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnav3005%2Fcold_email_generator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnav3005%2Fcold_email_generator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnav3005%2Fcold_email_generator/lists"}