Research project
4 min read
Predicting Leaf BRDF from Phenotypic Traits
A peer-reviewed framework combining directional spectroscopy, BRDF fitting, phenotypic traits, ensemble learning, and canopy ray tracing in four species.
TOPIC COLLECTION
Machine Learning
Model development, evaluation, and deployment for scientific applications.
- 3
- field notes
- Curated
- topic collection
Technical guide
7 min read
Local LLMs: A Reproducible Guide to Running, Fine-Tuning, and Serving Models
A maintainable workflow for choosing a local model, testing it with Ollama, planning parameter-efficient fine-tuning, evaluating results, and exposing a service safely.
Technical guide
8 min read
PyTorch for Research — A Version-Aware Learning Roadmap
A concise, reproducibility-focused route from tensors and training loops to transfer learning, evaluation, safe checkpoints, and deployment boundaries.