Update README.md

README.md

@@ -1,66 +1,74 @@
-# asmllm1.8-v1-instruct
-
-**A specialized language model for comprehensive understanding of Assam, India**  
-*Optimized for efficiency on constrained hardware*
-
-[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
-
-## Overview
-
-asmllm1.8-v1-instruct is a 1.8 billion parameter language model specifically designed to provide accurate, culturally relevant information about the Indian state of Assam. Developed for practical deployment on consumer-grade hardware (tested on RTX 2050), this model offers:
-
-- Culturally-aware responses about Assam
-- Efficient resource utilization
-- Clear, concise answer formulation
-- Broad coverage of Assam-related topics
-
-## Key Features
-
-- **Hardware Efficiency**: Optimized for deployment on laptops and mid-range GPUs
-- **Cultural Context**: Trained on Assam-specific data corpus
-- **Practical Focus**: Prioritizes clarity over unnecessary complexity
-- **Diverse Knowledge Base**: Covers geography, history, economy, and culture
-
-## 🗃️ Training Data
-
-Curated dataset of 2,000 records on the state of Assam,India covering:
-
-🌄 **Geography**  
-  - Physical features
-  - Climate patterns
-  - Natural resources
-
-🎨 **Cultural Heritage**  
-  - Traditional festivals (Bihu, Ambubachi Mela)
-  - Indigenous arts and crafts
-  - Local dialects and literature
-
-💼 **Economic Landscape**  
-  - Tea production
-  - Oil and natural gas reserves
-  - Agricultural practices
-
-🏰 **Historical Context**  
-  - Ancient kingdoms (Kamarupa, Chutiya)
-  - Colonial history (British era)
-  - Architectural landmarks (Kamakhya Temple, Rang Ghar)
-
-🎓 **Educational Framework**  
-  - Major institutions
-  - Educational initiatives
-
-## ⚙️ Model Specifications
-
-| Parameter            | Value              |
-|----------------------|--------------------|
-| 🧠 **Architecture**  | Transformer-based  |
-| 🔢 **Parameters**    | 1.8B               |
-| 📜 **Context Window**| 1000 tokens        |
-| 🎯 **Precision**     | bfloat16           |
-| 💻 **Hardware**      | RTX 2050 (4GB VRAM)|
-
-## 👨💻 Developed By
-
-**Name:** Anand Dey  
-**Role:** Developer  
-**Contact:** [📧 [email protected]](mailto:[email protected]) 
+---
+license: mit
+tags:
+- assam
+- custom-dataset
+- llama-architecture
+- hardware-contrained-infra
+---
+# asmllm1.8-v1-instruct
+
+**A specialized language model for comprehensive understanding of Assam, India**  
+*Optimized for efficiency on constrained hardware*
+
+[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+
+## Overview
+
+asmllm1.8-v1-instruct is a 1.8 billion parameter language model specifically designed to provide accurate, culturally relevant information about the Indian state of Assam. Developed for practical deployment on consumer-grade hardware (tested on RTX 2050), this model offers:
+
+- Culturally-aware responses about Assam
+- Efficient resource utilization
+- Clear, concise answer formulation
+- Broad coverage of Assam-related topics
+
+## Key Features
+
+- **Hardware Efficiency**: Optimized for deployment on laptops and mid-range GPUs
+- **Cultural Context**: Trained on Assam-specific data corpus
+- **Practical Focus**: Prioritizes clarity over unnecessary complexity
+- **Diverse Knowledge Base**: Covers geography, history, economy, and culture
+
+## 🗃️ Training Data
+
+Curated dataset of 2,000 records on the state of Assam,India covering:
+
+🌄 **Geography**  
+  - Physical features
+  - Climate patterns
+  - Natural resources
+
+🎨 **Cultural Heritage**  
+  - Traditional festivals (Bihu, Ambubachi Mela)
+  - Indigenous arts and crafts
+  - Local dialects and literature
+
+💼 **Economic Landscape**  
+  - Tea production
+  - Oil and natural gas reserves
+  - Agricultural practices
+
+🏰 **Historical Context**  
+  - Ancient kingdoms (Kamarupa, Chutiya)
+  - Colonial history (British era)
+  - Architectural landmarks (Kamakhya Temple, Rang Ghar)
+
+🎓 **Educational Framework**  
+  - Major institutions
+  - Educational initiatives
+
+## ⚙️ Model Specifications
+
+| Parameter            | Value              |
+|----------------------|--------------------|
+| 🧠 **Architecture**  | Transformer-based  |
+| 🔢 **Parameters**    | 1.8B               |
+| 📜 **Context Window**| 1000 tokens        |
+| 🎯 **Precision**     | bfloat16           |
+| 💻 **Hardware**      | RTX 2050 (4GB VRAM)|
+
+## 👨💻 Developed By
+
+**Name:** Anand Dey  
+**Role:** Developer  
+**Contact:** [📧 [email protected]](mailto:[email protected])