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README.md

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 title: Best 500 Epoch Satmae
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+# Best 500 Epoch Satmae
+
+## Project Overview
+This repository contains advanced remote sensing research and development code from a research lifecycle at the Indian Space Research Organisation (ISRO).
+
+## Research Focus
+The files here focus on multi-spectral spatial tasks, evaluating performance changes across foundation architectures including SatMAE and Prithvi. Work specifically evaluates temporal trends, pixel-wise classification, and model optimization targets for Rabi crop distributions in the Patiala district region.
+
+## Contents
+* **HTML Validation Page:** A statically rendered version of the notebook displaying all algorithmic execution workflows, training curves, and map states cleanly.
+* **Source Notebook:** The raw compiled `.ipynb` layout for reproduction. *(Note: Active Google Cloud Project IDs and Earth Engine assets are redacted for security).*