Above Ground Biomass Prediction using Deep Learning Regression with Earth Engine and Tensorflow

[@stephenmtalii930]

Super useful. Thanks a lot for making this.

[@phestoosano1294]

This is very nice, thank you for the good work🙏🙏🙏

[@MansourDIOP-i8v]

thank you very much for sharing your code it is so kindfull my dear

[@mortezaparhizkar1600]

Thank you very much for sharing code. ❤❤❤

[@fernandoasensiomunoz1063]

Hi !!! Great Series of videos. I am trying to do the same for a different area, but I get the error : no valid training date was found, training data is specific for the region? should I get the my own training data? where can i get should I upload it? Thanks

[@kawishabbas7254]

Very meaningful video. Keep it up bro.
I have a request bro, can you please make a video about specific crop identification like wheat or rice crops with help of CNN ?

[@ramiqcom]

Idk how. Need to learn the methodology first.

[@hoseinkhajvand_koohpar5955]

Hello, Please guide me in predicting deforestation for two or three separate polygons. How to calculate and visualize this busy code after that? Thank you for this channel

[@ramiqcom]

Possible but you need to learn GEE and programming first better

[@dwiyanto_tiger]

Great bg, thanks for sharing this code🙏

[@mohammedarkan2809]

thank you so much
I have a question:
In the code used there is: FEATURES = ['B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'EVI', 'NBR', 'NDMI', 'NDWI' ', 'NDBI', 'NDBaI', 'elevation']
What does this data represent? Is it tif? Or is it vector?

[@ramiqcom]

It is a list of band names. In GEE, it is an ee.Image. like tiff.

[@mohammedarkan2809]

Thank you for your answer
I have a question about the SAMPLE_PATH. Why are there no coordinates for every point in it? If I have coordinates of points, how can I write code to deal with them?
Another question: Why did you use the number 450?
Thank you@@ramiqcom

[@YashJadhav2708]

@@ramiqcom how you create csv data, means image to csv ?

[@Mr24Pelek]

hi Ramadhan, I have a question regarding how you arrange your sampled data before upload it as asset..I am new to GEE. I already uploaded my sample data, however when it's already exported as csv, the csv sheet turns out blank. So i think it's because my sample. Hope you can help me. Thank you in advance and thank you so much for the good work, keep it up!

[@ramiqcom]

Hmm, how do you export it? what variable did you use?

[@alexbozo]

It's possible to use GEDI Biomass data in sample asset?

[@alejandrofonseca3884]

Why the differences in the R2?? from the chart to the printed out one

[@ramiqcom]

Different algorithm

[@alejandrofonseca3884]

I mean, using the algorithm in GEE(RF), you have two R2. The first one in the scatterplot chart with the regression, and the other one is printed in the console. Both are calculated based on the same linear regression.

[@ramiqcom]

@@alejandrofonseca3884 which one? there is only one

[@chiranjitsingha7787]

very nice,,,, sir what is the model name....and how to set the 450 value in the code..

[@ramiqcom]

Which one?

[@alejandrofonseca3884]

Why did you convert the SRTM data values into natural logarithm?

[@ramiqcom]

To make it to 0-1 range

[@upheaveworker2108]

Please make it tutorial about deep learning for AGB with sentinel 2

[@ramiqcom]

Just change the satellite data. Its the same pipeline

[@zerihunchere1036]

How can use this for Sentinel 1 and 2?

[@ramiqcom]

Use Sentinel data

[@ArunikaShines]

where i can get file SampleAGB.csv?

[@ramiqcom]

Export from GEE

[@mudasiraamin2127]

have you calculated indices values for individual sample plots wrt to agb values??? can you explain that ?@@ramiqcom

[@ZhangHuajun]

I have a request bro, can you please uploading you sample 'projects/ee-ramiqcom-training/assets/agb'

[@ramiqcom]

I thought I already had?