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- ---
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- license: gpl-3.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: gpl-3.0
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+ language:
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+ - en
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+ base_model:
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+ - meta-llama/Llama-3.2-1B
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+ tags:
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+ - llama
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+ - llama-3
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+ - fine-tune
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+ - personal-assistant
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+ - mlops
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+ - devops
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+ - data-engineering
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+ ---
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+
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+ ## 💻 Intended Use
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+
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+ This model is **not general-purpose**. It is designed to:
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+
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+ - 🧠 Answer questions about **Saptarshi Bhattacharya’s** professional background
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+ - 🤖 Be integrated into a **chatbot interface** with optional **RAG support**
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+ - 📜 Be served via **FastAPI** / **WebSocket** with **streaming inference** (e.g., VLLM)
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+
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+ ---
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+
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+ ## 🔐 Limitations & Warnings
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+
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+ - ❗ Do **not** use this model for generic knowledge or tasks—it is domain-limited.
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+ - 📅 Knowledge cut-off and factuality are limited to training data (no real-time info).
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+ - 🧪 Not evaluated for bias/fairness—it is a personal assistant model.