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This comprehensive guide covers the complete process of deploying, training, and fine-tuning large language models in local environments, from environment setup to production deployment.

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Canopy photosynthesis modeling is a crucial research area in precision agriculture and plant phenomics. This comprehensive tutorial demonstrates how to build a complete canopy photosynthesis simulation system through multi-view image acquisition, 3D reconstruction, canopy construction, and ray tracing techniques. The complete workflow includes: Camera Capture → SfM/3DGS Reconstruction → Mesh Generation → Canopy Construction → Light Distribution Simulation → Photosynthesis Calculation.

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This document provides a comprehensive guide on how to process DJI P4 Multispectral (P4M) multispectral imagery using open-source software WebODM and QGIS, from environment setup to final vegetation index extraction.

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PyTorch is one of the most popular deep learning frameworks, known for its dynamic computation graphs, intuitive API, and strong community support. This comprehensive tutorial covers everything from basic tensor operations to advanced deep learning architectures, providing practical examples and best practices for both machine learning and deep learning applications.

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• Establish a high-precision 3D reconstruction pipeline for single potted cotton plants under controlled environmental conditions.
• Generate standardized image datasets for canopy structural analysis and light-distribution modeling.
• Evaluate reconstruction accuracy and color consistency under multi-view imaging.

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This playbook outlines a reproducible workflow for Python-focused research—ideal for data analysis, remote sensing, crop modeling, and computational plant science. Follow the sections in order or jump to the one you need.

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GitHub is a web-based platform for version control and collaboration. It allows multiple people to work on projects together, track changes, and manage code repositories using Git.

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Below is a categorized list of commonly used macOS shortcuts, combining high-frequency usage scenarios and efficiency improvement techniques:

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• Launch a modern personal website without hosting costs.
• Showcase projects, publications, and blog posts using Markdown/MDX.
• Automate deployment so every push updates production safely.