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A classification model for soil type determination using image analysis. The repository may also include supplementary tools such as visualizations to help users better understand and apply the model's predictions.

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NouraAlgohary/Soil-Types-Determination

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Soil-Types

A classification model to determine soil type by image. Soil Types

Requirments

Requirments

Data

Data Source

link

Data

  • Input: Image
  • Output: Class
    • Black Soil
    • Cinder Soil
    • Laterite Soil
    • Peat Soil
    • Yellow Soil

Resource/Situational Constraints

  • Lack of Data

Process followed

  • Data Augmentation
  • Merge data from different srouces

ML Code

  1. Get the Data
  2. Data Exploration
  3. Data Preprocessing:
    • Shuffle
    • Resize
    • Rescale
    • RandomFlip
    • RandomRotation
  4. Model Training (MobileNet)
  5. Results (Accuracy = 99%)
  6. Testing

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A classification model for soil type determination using image analysis. The repository may also include supplementary tools such as visualizations to help users better understand and apply the model's predictions.

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