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Tiny Llama Farmer, on-device

Tiny Llama Farmer, on-device

Democratizing Farming Knowledge for Marginalized and Off-Grid Communities

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About

Prototype On-device LLM farming assistant for conversational multilingual organic farming advice off grid and in cellular dead spots. Focus on soil health, regenerative techniques, and climate change mitigation farming. Project Overview: Tiny Llama Farmer aims to empower off-grid farmers with the knowledge of cutting-edge AI for organic, climate-mitigating, and regenerative agriculture. This project proposes a mobile app that leverages lightweight versions of TinyLlama LLM and TinyDolphin LLM, specifically optimized for on-device processing on modern smartphones. Key Features: =TinyLlama and TinyDolphin LLMs will be shrunk and fine-tuned using techniques like QLoRA and GLAN training, allowing them to run directly on mobile devices without an internet connection. =The fine-tuning process will utilize unique datasets created by agricultural experts, combining both human knowledge and synthetic data. =Farmers in cellular-dead zones or off-grid locations can access crucial agricultural information and guidance. =The app will focus on promoting sustainable farming techniques that benefit the environment and l

Builders

1
Caleb DeLeeuw

Caleb DeLeeuw

Zany Data Scientist and Researcher, founder of various social-impact start ups, passionate about using AI/ML tech to help people and democratize access to knowledge.