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| title: RAGtim Bot - Raktim's AI Assistant | |
| emoji: 🤖 | |
| colorFrom: green | |
| colorTo: blue | |
| sdk: gradio | |
| sdk_version: "5.34.0" | |
| app_file: app.py | |
| pinned: false | |
| license: mit | |
| # 🤖 RAGtim Bot - Raktim's AI Assistant | |
| An intelligent AI assistant powered by Hugging Face Transformers that answers questions about Raktim Mondol's research, expertise, and professional background. | |
| ## 🌟 Features | |
| - **Complete Markdown Knowledge Base**: Loads all portfolio content from markdown files | |
| - **GPU-Accelerated Search**: Uses `sentence-transformers/all-MiniLM-L6-v2` for semantic similarity | |
| - **Comprehensive Coverage**: Research, publications, skills, experience, education, statistics | |
| - **API Endpoints**: Direct access to search and statistics | |
| - **Real-time Chat**: Interactive conversational interface | |
| ## 📚 Knowledge Base | |
| This Space loads comprehensive information from: | |
| - **about.md** - Personal information, contact details, professional summary | |
| - **research_details.md** - Detailed research projects, methodologies, current work | |
| - **publications_detailed.md** - Complete publication details, technical contributions | |
| - **skills_expertise.md** - Comprehensive technical skills, tools, frameworks | |
| - **experience_detailed.md** - Professional experience, teaching, research roles | |
| - **statistics.md** - Statistical methods, biostatistics expertise, methodologies | |
| ## 🔍 What You Can Ask | |
| - Research projects and methodologies | |
| - Publications with technical details | |
| - Technical skills and programming expertise | |
| - Educational background and achievements | |
| - Professional experience and teaching roles | |
| - Statistical methods and biostatistics applications | |
| - Awards, recognition, and professional development | |
| - Contact information and collaboration opportunities | |
| ## 🚀 API Usage | |
| ### Search API | |
| ```python | |
| import requests | |
| response = requests.post( | |
| "https://raktimhugging-ragtim-bot.hf.space/api/search", | |
| json={"query": "What is Raktim's research about?", "top_k": 5} | |
| ) | |
| results = response.json() | |
| ``` | |
| ### Stats API | |
| ```python | |
| response = requests.get("https://raktimhugging-ragtim-bot.hf.space/api/stats") | |
| stats = response.json() | |
| ``` | |
| ## 🔧 Technical Details | |
| - **Model**: sentence-transformers/all-MiniLM-L6-v2 | |
| - **Embedding Dimension**: 384 | |
| - **Search Type**: Semantic similarity with relevance scoring | |
| - **Knowledge Sections**: 50+ sections across 6 markdown files | |
| - **GPU Acceleration**: Automatic CUDA detection and usage | |
| ## 🌐 Integration | |
| This Space can be integrated with: | |
| - Portfolio websites for intelligent chat assistance | |
| - Research collaboration platforms | |
| - Academic networking tools | |
| - Professional inquiry systems | |
| ## 📞 Contact | |
| For questions about Raktim Mondol or collaboration opportunities: | |
| - **Email**: [email protected] | |
| - **Portfolio**: [mondol.me](https://mondol.me) | |
| - **Institution**: UNSW Sydney, School of Computer Science & Engineering | |
| --- | |
| **Built with**: Gradio, Hugging Face Transformers, PyTorch | |
| **Powered by**: GPU-accelerated semantic search and comprehensive markdown knowledge base |