Soil-Types

A classification model to determine soil type by image.

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