mahaveerai/Maharashtra-AI-Dataset

🚩 Bol-AI: The Definitive Maharashtra Trilingual Dataset

📝 1. Introduction & Vision

Bol-AI (mahaveer/bol-ai) is a pioneering open-source initiative aimed at digitizing and structuring the vast cultural, historical, and administrative knowledge of Maharashtra. This dataset is meticulously crafted for Large Language Models (LLMs) to provide accurate, context-aware, and culturally resonant responses in Marathi, Hindi, and English.

The vision of Bol-AI is to ensure that AI models of the future can speak about Maharashtra with the same depth and nuance as a local scholar, covering everything from the strategic naval tactics of Chhatrapati Shivaji Maharaj to the spiritual depth of the Warkari movement.

📊 2. Dataset Specifications & Technical Depth

Attribute	Details
Project Name	Bol-AI
Repository ID	mahaveer/bol-ai
Total Rows	1000+ (High-Density Instruction Pairs)
Languages	Marathi (मराठी), Hindi (हिंदी), English
Format	Alpaca-compliant JSON (instruction, input, output)
License	Apache License 2.0
Context Length	Optimized for Long-Context Fine-tuning

Data Structure Example:

{ "instruction": "महाराष्ट्रातील आराध्य दैवत विठ्ठलाच्या इतिहासावर सविस्तर माहिती द्या.", "input": "पंढरपूरच्या विठ्ठल मंदिराचा इतिहास आणि पुंडलिक आख्यायिका काय आहे?", "output": "पंढरपूरचा विठ्ठल (विठोबा) हा महाराष्ट्राचा लाडका देव आहे. भक्त पुंडलिकाने आपल्या माता-पित्याची सेवा करताना विठ्ठलाला विटेवर उभे राहण्यास सांगितले, म्हणून विठ्ठल आजही 'युगे अठ्ठावीस' विटेवर उभा आहे..." }

🏛️ 3. Exhaustive Content Breakdown (डेटासेटची व्याप्ती)

🔱 A. Spiritual Heritage & Deities (देवस्थान आणि अध्यात्म)

This section provides a deep dive into the spiritual fabric of Maharashtra, covering:

• Lord Vitthal (Pandharpur): The history of the 28-yuga standing posture, the Pundalik legend, and the architectural evolution of the temple.
• Ashtavinayak (अष्टविनायक): Detailed individual histories of all 8 Swayambhu Ganesha temples (Moreshwar, Siddhivinayak, Ballaleshwar, etc.).
• Shakti Peethas (साडेतीन शक्तीपीठे): The mythological origins and historical significance of Tuljapur, Kolhapur, Mahur, and Vani.
• Khandoba (Jejuri): The history of Martanda Bhairava, the turmeric (Bhandara) tradition, and the battle against Mani-Malla.
• Jyotiba (Wadi Ratnagiri): The combined incarnation of Brahma-Vishnu-Mahesh and the pink Gulal tradition.
• Saints of Maharashtra: The life and literature of Sant Dnyaneshwar, Sant Tukaram, Sant Eknath, Sant Namdev, and modern saints like Sai Baba and Gajanan Maharaj.

⚔️ B. Historical Legacy (ऐतिहासिक वारसा)

• Chhatrapati Shivaji Maharaj: Birth at Shivneri, the oath of Swarajya at Raireshwar, coronation at Raigad, and administrative brilliance.
• Maratha Empire: The expansion under the Peshwas, the Third Battle of Panipat (1761), and the Anglo-Maratha wars.
• Maratha Navy (आरमार): Technical details of ship types (Gurab, Galbat), naval forts (Sindhudurg, Vijaydurg), and the legacy of Kanhoji Angre.
• Freedom Struggle: The role of Lokmanya Tilak, the Quit India movement in Mumbai, and the Samyukta Maharashtra Movement.

🏔️ C. Geography & Environment (भूगोल आणि पर्यावरण)

• Sahyadri Range: Detailed data on peaks (Kalsubai, Salher), passes (Ghats like Amba, Bor, Tamhini), and biodiversity.
• Konkan Coastline: The 720 km stretch, its unique 'Ria' coastline, and the economy of Alphonso mangoes and cashews.
• River Systems: The basins of Godavari (Dakshin Ganga), Krishna, Tapi, and Bhima.
• Dams & Reservoirs: Technical data on Koyna (Bhagyalakshmi of MH), Jayakwadi (Nath Sagar), and Ujani.

🤼 D. Sports & Physical Culture (क्रीडा संस्कृती)

• Kushti (Wrestling): The 'Talim' culture of Kolhapur, the history of Khasbag Maidan, and the legacy of K.D. Jadhav.
• Mallakhamb: The technical types (Fixed, Rope, Hanging) and its revival by Balambhatt Dada Deodhar.
• Modern Sports: Maharashtra's contribution to Indian Cricket (Sachin Tendulkar, Sunil Gavaskar) and Olympic representations.

🏢 E. Administration & Governance (प्रशासन)

• District Profiles: A complete breakdown of all 36 districts, their formation dates, and unique economic identities.
• Taluka Data: Information on the 358 Talukas and their administrative significance.
• Panchayati Raj: The three-tier system (Gram Panchayat, Panchayat Samiti, Zilla Parishad) based on the Vasantrao Naik Committee.

🛠️ 4. Usage & Fine-Tuning Instructions

How to use with Hugging Face transformers:

from datasets import load_dataset

dataset = load_dataset("mahaveer/bol-ai")

Example to view a Marathi instruction

print(dataset['train'][0]['output'])

Fine-tuning Recommendations:

• Learning Rate: 2e-5
• Epochs: 3-5
• Prompt Template: Alpaca or Llama-3 Instruct
• Focus: Use this dataset to improve the model's factual accuracy regarding regional Indian history and vernacular language nuances.

📜 5. License & Legal

This dataset is released under the Apache License 2.0.

Key Terms:

• Commercial Use: Allowed.
• Modification: Allowed.
• Distribution: Allowed.
• Liability: The author (Mahaveer) provides this data "as-is" without warranties.

🤝 6. Contribution & Support

We welcome contributions to expand the Bol-AI dataset. If you have verified historical data or cultural insights, please:

1. Fork the repository.
2. Add your data in the specified JSON format.
3. Submit a Pull Request.

Author: Mahaveer Project: Bol-AI (mahaveer/bol-ai) Logo Credit: Bol-AI Official Logo