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soil-survey

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The traditional in-situ soil analysis methods are laborious & inefficient, limiting scalability and hindering timely access to crucial soil data for optimal fertilization by farmers. In the amazing challenge, we tried to predict soil parameters(Phosphorous, Potassium, Magnesium and pH)from hyperspectral satellite images.

  • Updated Dec 15, 2023
  • Jupyter Notebook

We chose this topic as a part of our BTech-Project. I worked on a neural network based gaussian process (also known as neural process) to model the realisations of stochastic phenomenon. My main aim was to leverage modern deep learning techniques and geoscience to assist farmers. It can provide an in-depth analysis of soil nutrients for a partic…

  • Updated Dec 20, 2021
  • Jupyter Notebook

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