Read the ML best practices white paper

[elboyran]

The ML white paper by MATLAB is available here

[elboyran]

Lessons learned:

• Export model to workspace for classifying new data
• Generate code to possibly train with new data
• To avoid overfitting :

1. Use enough data, i.e. 10 000 data points! Only resolution of 100m = 167px roughly satisfies this.
2. Use regularization
3. Use cross-validation!