DL-Income-Mapping

This program implements several machine learning models for mapping income distribution using satellite imagery.

python main.py

There are several optional command line arguments:

• --model: Machine Learning algorithm, including 'lr', 'rf', 'knn', 'svm', and 'cnn'.
• --arch: ResNet architecture, such as 'resnet18' or 'resnet34'.
• --regularize: Regularization techniques, such as 'ridge' or 'lasso'.
• --batch-size: Size of a training batch for CNN.
• --lr: Learning rate for CNN.
• --epochs: Number of training epochs for CNN.

Built With

• numpy
• pandas
• python
• pytorch
• scikit-learn