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Estimating Snow ❄️using NDSI From MODIS satellite Data 2000 to 2021

License: Apache License 2.0

Jupyter Notebook 100.00%
colab-notebook colaboratory digital-elevation-model earthdata flax jax kaggle modis modis-dataset ndsi

snow-cover-area-estimation's Introduction

🏔️ Snow Cover Area Estimation 🗻

Screenshot from 2024-01-11 01-22-07

Estimating Snow using NDSI From MODIS satellite Data 2000 to 2021

Colab MLP Train and Inference <<< PHASE 1 HEAVY GDAL USAGES

🖥️RUNNING CODE FOR NDSI MOD09A1.061 8 DAY

kaiserLEGEND

🌨️❄️🏔️ SNOW COVER AREA 🏔️❄️🌨️

🛗ELEVATION DATA SNOW COVER CALCULATOR >>>

❄️ASPECT🧭 DATA SNOW COVER CALCULATOR >>>

🪜SLOPE🪜 DATA SNOW COVER CALCULATOR >>>

kaiserLegendSlopeAspectDem_300

🌡️TEMPERATURE & ☔RAINFALL

image

>> PHASE 2 <<

Colab MLP Train and Inference on snnow cover <<< PHASE 2 PARALLEL SWITCHING TO ML WITH ALL BANDS AVAILABLE IN SATELLITE (STILL TTESTING)

Colab MLP Train and Inference on snnow cover <<< PHASE 2+ SERIAL SWITCHING TO ML WITH ALL BANDS AVAILABLE IN SATELLITE (STILL TTESTING)

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