saketkunwar

var sentinel1 = ee.ImageCollection('COPERNICUS/S1_GRD');
var poly = ee.Geometry.Polygon(
        [[[-95.83648681640625, 29.561512529746743],
          [-95.042724609375, 29.57345707301757],
          [-95.02899169921875, 30.099989515377835],
          [-95.82275390625, 30.10711788709236]]]);
var spatialFiltered = sentinel1.filter(ee.Filter.eq('instrumentMode', 'IW')).filterBounds(poly)
                               .filter(ee.Filter.listContains('transmitterReceiverPolarisation', 'VV'))
                               .select('VV');
var image = spatialFiltered.filterDate('2017-08-25', '2017-09-05').mosaic().clip(poly);

saketkunwar

# Augmentation routine, for both response and predictor
def myaug(X_train_org,y_train_org):
    x=[]
    y=[]
    halves=64
    for i in range(0,len(X_train_org)):
        r=random.randint(0,4)
        posneg=random.randint(0,1)
        if posneg==1:
            rpx=random.randint(5,20)