asmllm1.8-v1-instruct

A specialized language model for comprehensive understanding of Assam, India
Optimized for efficiency on constrained hardware

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]