neural_net_try_parttime

/**** Start of imports. If edited, may not auto-convert in the playground. ****/
var altai1 = ee.FeatureCollection("projects/ee-akfazlief/assets/altayski_cry"),
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    imageVisParam2 = {"opacity":1,"bands":["B8","B4","B2"],"min":517.06,"max":3687.94,"gamma":1},
    image1 = ee.Image("projects/ee-akfazlief/assets/kytmanovskiy_1"),
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            ee.Geometry.Point([85.00935388488878, 53.493477983868225]),
            {
              "Class": 5,
              "system:index": "36"
            }),
        ee.Feature(
            ee.Geometry.Point([85.0090159265529, 53.49338543406842]),
            {
              "Class": 5,
              "system:index": "37"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00864041729082, 53.49331841512179]),
            {
              "Class": 5,
              "system:index": "38"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00953091068376, 53.49319395108276]),
            {
              "Class": 5,
              "system:index": "39"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00956846160997, 53.49316841995269]),
            {
              "Class": 5,
              "system:index": "40"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00971866531481, 53.49322905636152]),
            {
              "Class": 5,
              "system:index": "41"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00976694507708, 53.49323863052343]),
            {
              "Class": 5,
              "system:index": "42"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00991714878191, 53.49327692714935]),
            {
              "Class": 5,
              "system:index": "43"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00992787761797, 53.49331203235944]),
            {
              "Class": 5,
              "system:index": "44"
            }),
        ee.Feature(
            ee.Geometry.Point([85.00999761505236, 53.49332479788318]),
            {
              "Class": 5,
              "system:index": "45"
            }),
        ee.Feature(
            ee.Geometry.Point([85.0100244371425, 53.49328650130045]),
            {
              "Class": 5,
              "system:index": "46"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01101685447802, 53.49271843126209]),
            {
              "Class": 5,
              "system:index": "47"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01096321029772, 53.49272481411379]),
            {
              "Class": 5,
              "system:index": "48"
            }),
        ee.Feature(
            ee.Geometry.Point([85.012445298509, 53.49468285436927]),
            {
              "Class": 5,
              "system:index": "49"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01262232430398, 53.49467328053343]),
            {
              "Class": 5,
              "system:index": "50"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01263841755807, 53.494695619480346]),
            {
              "Class": 5,
              "system:index": "51"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01267060406624, 53.4947849751503]),
            {
              "Class": 5,
              "system:index": "52"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01271351941048, 53.494765827522585]),
            {
              "Class": 5,
              "system:index": "53"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01277252800881, 53.49480731403836]),
            {
              "Class": 5,
              "system:index": "54"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01281544335305, 53.49482007911198]),
            {
              "Class": 5,
              "system:index": "55"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01288518078744, 53.49481688784392]),
            {
              "Class": 5,
              "system:index": "56"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01301392682015, 53.49481688784392]),
            {
              "Class": 5,
              "system:index": "57"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01306757100045, 53.49482965291466]),
            {
              "Class": 5,
              "system:index": "58"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01303002007424, 53.494871139367994]),
            {
              "Class": 5,
              "system:index": "59"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01293882496773, 53.49483284418174]),
            {
              "Class": 5,
              "system:index": "60"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01286908753335, 53.4947945489609]),
            {
              "Class": 5,
              "system:index": "61"
            }),
        ee.Feature(
            ee.Geometry.Point([85.01270815499245, 53.49472434096621]),
            {
              "Class": 5,
              "system:index": "62"
            })]);
/***** End of imports. If edited, may not auto-convert in the playground. *****/

//2nd step: u havwe to choose and filter sattelite imagery - Landsat or Sentinel.
var image = ee.ImageCollection("COPERNICUS/S2_SR_HARMONIZED")
        .filterBounds(border) //where
        .filterMetadata('CLOUDY_PIXEL_PERCENTAGE', 'less_than',1) //how
        .filterDate('2023-05-01','2023-08-30') //when
        .median()
        .clip(border)
Map.addLayer(image,imageVisParam)

// Supervised Machine Learning method
// 1st step: you have to collect training samples for each classes


// 2nd step: u need to merge all training samples
var samples = water.merge(crops).merge(hayfield).merge(flooded_vegetation).merge(vegetation).merge(settlement)
print(samples)

// 3rd step: need to extract the band pixel values for all samples
var bands = (['B2','B3','B4','B5','B6','B7','B8','B11','B12'])
var training = image.select(bands).reduceRegions({
  collection:samples,
  reducer:ee.Reducer.mean(), 
  scale: 10})
print(training)


var classifier = ee.Classifier.smileRandomForest(100).train({
  features:training,
  classProperty: 'Class',
  inputProperties: bands})


var classified = image.select(bands).classify(classifier)

Map.addLayer(classified , {min:0, max:5, palette:['#2f3cff','orange','#ffc82d','#b9ffbc','green','#ffffff']})
Map.addLayer(image1)