11---
22title : " VINE: Precision Agriculture Data Platform & Digital Twin"
3- authors : [mfsada, tdefanti ]
3+ authors : [mfsada]
44author_notes : ["Researcher, UC San Diego"]
55tags : ["osre26", "uc", "web development", "educational technologies", "ucsd", "sdsc", "precision agriculture", "iot", "digital twin", "ai", "sensors", "cenic", "nrp"]
66date : 2026-02-05
@@ -23,7 +23,7 @@ The proposed work includes building **data pipelines** to ingest, process, and p
2323- ** Skills:** Python, Pandas, NumPy, Data Validation, REST APIs, Docker, Kubernetes, Data Processing
2424- ** Difficulty:** Medium to Hard
2525- ** Size:** Large (350 hours)
26- - ** Mentors:** {{% mention "mfsada" %}}, {{% mention "tdefanti" %}}
26+ - ** Mentors:** {{% mention "mfsada" %}}
2727
2828### VINE / AI/ML Models for Agricultural Analytics on NRP
2929
@@ -33,7 +33,7 @@ The proposed work includes developing and training **machine learning models** f
3333- ** Skills:** Python, PyTorch/TensorFlow, scikit-learn, OpenCV, Pandas, NumPy, MLOps, NRP Kubernetes, GPU Computing
3434- ** Difficulty:** Hard
3535- ** Size:** Large (350 hours)
36- - ** Mentors:** {{% mention "mfsada" %}}, {{% mention "tdefanti" %}}
36+ - ** Mentors:** {{% mention "mfsada" %}}
3737
3838### VINE / Digital Twin & AI-Driven Visualization
3939
@@ -43,7 +43,7 @@ The proposed work includes creating **AI-enhanced digital twin** systems for agr
4343- ** Skills:** Python, 3D Graphics (Omniverse/Unity/Blender), GIS tools, WebGL, React/Three.js, ML Integration, NRP Deployment
4444- ** Difficulty:** Hard
4545- ** Size:** Large (350 hours)
46- - ** Mentors:** {{% mention "mfsada" %}}, {{% mention "tdefanti" %}}
46+ - ** Mentors:** {{% mention "mfsada" %}}
4747
4848### VINE / Web Dashboard & NRP Integration Platform
4949
@@ -53,7 +53,7 @@ The proposed work includes building a **comprehensive web dashboard** for visual
5353- ** Skills:** React, Flask/FastAPI, PostgreSQL, D3.js/Plotly, Bootstrap/Tailwind CSS, REST APIs, Kubernetes, NRP APIs
5454- ** Difficulty:** Medium to Hard
5555- ** Size:** Large (350 hours)
56- - ** Mentors:** {{% mention "mfsada" %}}, {{% mention "tdefanti" %}}
56+ - ** Mentors:** {{% mention "mfsada" %}}
5757
5858## Project Resources
5959
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