thank you very much my dear realy you give me a big solution for extracting stack data and load them in colab
@GiancarloAlciaturiDiaz
11 ай бұрын
Looks so good! I am going to try it.
@ahmedameen4587
6 ай бұрын
Good work
@mtkavak
Жыл бұрын
Thanks, ❤❤
@MansourDIOP-i8v
Жыл бұрын
thank you a lot for script also
@umarfarooq9207
3 ай бұрын
Where is script ...can yo share with me please
@dwiprabowo4511
Жыл бұрын
Hi Ramadhan, great tutorial ;) i am just missing about how to create 'sample lc', is there any another video for this? Huge thanks
@ramiqcom
Жыл бұрын
it is in the script too, I make my own sample in GEE
@ByakagabaJonathan-ec9eq
Күн бұрын
How do you make the sample data
@_zerofox
8 ай бұрын
🎯 Key Takeaways for quick navigation: 00:00 🌱 *Land Cover Data Preparation* - Preparing data from Earth Engine for land cover classification, - Masking, adding variables like elevation, and sampling land cover types. 01:10 📦 *Setup and Data Export* - Setting up Google Colab for training, - Exporting data for TensorFlow land classification. 02:01 📊 *Data Visualization and Exploration* - Visualizing data with packages like Matplotlib, - Exploring image and sample data before model training. 03:39 🖼️ *Image and Sample Processing* - Reading and shuffling image and sample data, - Splitting data into training and testing sets. 05:01 🧠 *Model Architecture* - Constructing a simple deep learning model using TensorFlow, - Configuring layers and input shape. 06:33 ⌛ *Model Training* - Training the model with Adam optimizer and early stopping, - Adjusting batch size for efficient training. 08:31 📉 *Model Evaluation and Optimization* - Evaluating model performance and predicting land cover classes, - Considering model complexity and potential improvements. 10:09 📊 *Comparison with Alternative Models* - Comparing model performance with a random forest model, - Analyzing accuracy and potential model generalization.
@ramiqcom
8 ай бұрын
Thanks
@RemoteSensingGIS-o4k
10 ай бұрын
Thank for your code and demonstration. But the thing is why did you mention you have used Tensor Flow as a deep learning method? In your code you have used the ML Random Forest classification. In which section you use the TF method??
@ramiqcom
10 ай бұрын
Please watch the video and read the description
@kavyajeetbora2585
5 ай бұрын
Hi Ramadan, is there any standard library for state of art AI models that can be directly used for classifying the landuse data based on given image collection ?
@ramiqcom
5 ай бұрын
I dont know
@hossein.ghafouri.shoreh
10 ай бұрын
Dear Ramadhan thanks for your informative lesson. I need your excel file to arrange my file according to that how can I get your csv file ?
@ramiqcom
9 ай бұрын
I think I export it from the GEE
@MansourDIOP-i8v
Жыл бұрын
can you please do regression analysis with deep learning after
@ramiqcom
Жыл бұрын
sure
@akshitha2903
Ай бұрын
the feature collection var like built,shrub etc.. have polygons already defined.. if i had to give a different roi then how to import these var..
@ramiqcom
6 күн бұрын
you can make your own geometry in earth engine developers.google.com/earth-engine/tutorials/community/drawing-tools
@zejiaann
Жыл бұрын
Hi Ramadhan, nice video. I tried running your code on google earth engine but it didn't show up like how it did in your demo video. Could I also check where did you get your data from for the respective FeatureCollection(s)? Thank you.
@ramiqcom
Жыл бұрын
The feature collection? I just made it there in the script
@nakulchoudhari6711
8 ай бұрын
Hi Ramadhan, I tried to use your code for my ROI and tried to take samples in 2 ways, first using polygons like in your code, and using the marker. But in both the techniques, the train size and test size are 0. Please help me out.
@akshitha2903
Ай бұрын
did u find how to do it for our own roi
@ramiqcom
6 күн бұрын
Did you make it as a feature collection?
@shivkarnik3253
Жыл бұрын
Hey, can we use similar method to classify sentinel 1 sar data?
@ramiqcom
Жыл бұрын
Maybe, I have not try it
@shrabanikar8646
5 ай бұрын
Sir, can you help me to do CNN-2dconvolution-based LandUse LandCover Classification using vector sample points?
@ramiqcom
5 ай бұрын
You need to convert vector to raster first
@shrabanikar8646
5 ай бұрын
@@ramiqcom can you gave me any tutorial for this work.
@iqbalhabibiehabibie5689
Жыл бұрын
Hi Ramadhan. It is a very interactive video. I have some problems with my QGIS 3.28.11 Firenze it automatically unexpectedly close. Could you send me the link for the right tools? or any idea how to solve it. Also, Could you attach the RGB color to the description? and what the color represents? Thanks.
@ramiqcom
Жыл бұрын
use the LTR QGIS. Check my script to see what does each color represent.
@iqbalhabibiehabibie5689
Жыл бұрын
@@ramiqcom I could open the file raster file is okay on my QGIS but when I try to change the color palette close itself.
@iqbalhabibiehabibie5689
Жыл бұрын
@@ramiqcom could you give me the link for LTR QGIS? Thanks
Thank you sir, please explain for us drought assessment using Google earth engine
@ramiqcom
Жыл бұрын
idk how tho
@settydip3058
3 ай бұрын
I am trying this GEE code for sentinel two. but I can not download the csv file like your formate. I succeed but not according to classvalue. can you help me
@ramiqcom
3 ай бұрын
what is the error message?
@settydip3058
3 ай бұрын
@@ramiqcom thanks for your reply. Last night I succeeded. but not like your dataset. I can not download sample data ( train data and test data). If you want I can share my GEE code.
@nakulchoudhari6711
8 ай бұрын
I'm trying to add these tif file as an asset in google earth engine but everytime it is giving error code 13. Please help me out with it.
@ramiqcom
8 ай бұрын
What is the message of code 13?
@livewiregirl
Жыл бұрын
What deep learning method used?
@ramiqcom
Жыл бұрын
just dense layer
@KhoaNguyễnVũMinh
4 ай бұрын
hi can i get your drive i can t find it in my drive
@ramiqcom
4 ай бұрын
Have you export it?
@CartographyandGIS12
3 ай бұрын
I want to communicate with you , how to do this? To discuss one serioua issue
@ramiqcom
3 ай бұрын
Sure just email me ramiqcom@gmail.com
@CartographyandGIS12
3 ай бұрын
@@ramiqcom please Sir check your email
@saraswatisahoo2816
11 ай бұрын
why did you merge L8 and L9 data?
@ramiqcom
9 ай бұрын
Using merge method
@saraswatisahoo2816
9 ай бұрын
@@ramiqcom no, I'm asking that why did you merge L8 and L9. you could have used only L8 data. Is it necessary to merge L8 and L9 ?
Thank you. But I'm not interested. Because, we use codes to solve our complex issues. You are over complicating a simple topic and it is confusing. A code should easily allow its specialized users to extract data. Not to confuse them. Thank you.
@ramiqcom
9 ай бұрын
Maybe skill issue
@9858695189
8 ай бұрын
Hi ramdan, this is very helpful in my research . can you please share your jupyter notebook file.
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