Devadharshini Ayyappan
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View article: Machine Learning Techniques for Nematode Microscopic Image Analysis: A Systematic Review
Machine Learning Techniques for Nematode Microscopic Image Analysis: A Systematic Review Open
Farmers rely on nematode analysis for critical crop management decisions, yet traditional detection and classification methods remain subjective, labor-intensive, and time-consuming. Advances in Machine Learning (ML) and Deep Learning (DL)…
View article: Contextual Science and Genome Analysis for Air-Gapped AI Research
Contextual Science and Genome Analysis for Air-Gapped AI Research Open
Provided here is a study of large language models (LLMs) and retrieval augmented generation (RAG) frameworks in air-gapped environments for genome research on small grain crops. We developed two main applications: (1) a RAG-based system fo…