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Download [ WebToolTip.com ] Udemy - Geospatial Ai - Deep Learning For Satellite Imagery

WebToolTip com Udemy Geospatial Ai Deep Learning For Satellite Imagery

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[ WebToolTip.com ] Udemy - Geospatial Ai - Deep Learning For Satellite Imagery

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Total Size

3.4 GB

Total Files

119

Last Seen

2025-11-07 15:22

Hash

B35D042D2DEBD37904A94C92A8B1480355DB80B7

/

Get Bonus Downloads Here.url

0.2 KB

/.../1 - Introduction to Geospatial AI and Satellite Imagery/

1 - Welcome and Course Overview.html

6.1 KB

2 - Introduction to Geospatial Analysis.mkv

133.4 MB

3 - Introduction to Artificial Intelligence.mkv

18.6 MB

4 - Why Python is the Top Choice for AI.mkv

14.4 MB

5 - Overview of Deep Learning in Geospatial Applications.mkv

130.2 MB

/.../2 - Setting Up Your Deep Learning Environment/

6 - StepbyStep Guide to GPU Setup.mkv

181.1 MB

/.../3 - CloudBased AI with Google Colab/

10 - Running PyTorch Models in the Cloud.mkv

64.0 MB

11 - Saving and Sharing Colab Notebooks.mkv

82.2 MB

7 - Introduction to Goggle Colab.mkv

38.7 MB

8 - Setting Up Google Colab for AI Projects.mkv

82.3 MB

9 - Running TensorFlow Models in the Cloud.mkv

88.0 MB

/.../4 - Preprocessing Satellite Imagery for Deep Learning/

12 - Calculating Geospatial Indices.mkv

109.9 MB

13 - Import and Clean Datasets in Jupyter Notebook with Pandas.mkv

136.2 MB

14 - Calculate-zonal-statistics-1.ipynb

6.0 KB

14 - Chirps-Erbil.tif

9.2 KB

14 - Conducting Zonal Statistics in Python.mkv

56.0 MB

15 - Image-Preprocessing-for-Deep-Learning.ipynb

6.5 KB

15 - Preprocessing Real Sentinel2 Imagery for Deep Learning.mkv

119.2 MB

16 - Integrating Google Earth Engine for Data Pipelines.mkv

75.0 MB

16 - Integrating-Google-Earth-Engine-for-Data-Pipelines.ipynb

5.1 KB

17 - Working with LargeScale Geospatial Data.mkv

141.2 MB

17 - Working-with-Large-Scale-Geospatial-Data.ipynb

8.2 KB

/.../4 - Preprocessing Satellite Imagery for Deep Learning/Erbil_Shapefile/

Center_Erbil.cpg

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Center_Erbil.dbf

1.7 KB

Center_Erbil.prj

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Center_Erbil.sbn

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Center_Erbil.sbx

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Center_Erbil.shp

3.5 KB

Center_Erbil.shp.DESKTOP-U07KOO1.15896.13176.sr.lock

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Center_Erbil.shx

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Erbil_Admi_3.cpg

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Erbil_Admi_3.dbf

21.0 KB

Erbil_Admi_3.ebb

0.9 KB

Erbil_Admi_3.ed1

24.6 KB

Erbil_Admi_3.eq1

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Erbil_Admi_3.prj

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Erbil_Admi_3.qpj

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Erbil_Admi_3.qtr

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Erbil_Admi_3.sbn

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Erbil_Admi_3.sbx

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Erbil_Admi_3.shp

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Erbil_Admi_3.shx

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/.../5 - Building Convolutional Neural Networks CNNs for Geospatial Tasks/

18 - Introduction to CNNs for Satellite Imagery Analysis.mkv

158.0 MB

19 - Crop-Health-Using-RS-data-and-Neural-Networks.ipynb

68.9 KB

19 - Designing a CNN Model for Crop Health Classification.mkv

130.9 MB

20 - Visualizing AI Model Performance.mkv

186.7 MB

20 - Visualizing-ML-Model-Performance.ipynb

71.2 KB

20 - crop-health.csv

33.5 KB

21 - Evaluating models Accuracy precision recall and crossvalidation.mkv

51.3 MB

21 - Evaluating-Models-Accuracy-Precision-Recall-and-Cross-Validation.ipynb

4.6 KB

21 - crop-health.csv

33.5 KB

22 - Hyperparameter Tuning with Grid Search and Random Search in Python.mkv

119.2 MB

22 - Hyperparameter-Tuning-with-Grid-Search-and-Random-Search.ipynb

8.4 KB

22 - crop-health.csv

33.5 KB

/.../5 - Building Convolutional Neural Networks CNNs for Geospatial Tasks/data/

DrnMppr-DEM-AOI.tif

17.9 MB

DrnMppr-DTM-AOI.tif

9.0 MB

DrnMppr-ORT-AOI.tif

125.4 MB

aoi.cpg

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aoi.dbf

0.3 KB

aoi.prj

0.4 KB

aoi.shp

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aoi.shx

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dem.tif

17.9 MB

dtm.tif

9.0 MB

ortho.tif

125.4 MB

plant_count.cpg

0.0 KB

plant_count.dbf

0.3 KB

plant_count.prj

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plant_count.shp

0.3 KB

plant_count.shx

0.1 KB

plots_1.cpg

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plots_1.dbf

5.1 KB

plots_1.prj

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plots_1.shp

25.4 KB

plots_1.shx

1.2 KB

plots_2.dbf

4.4 KB

plots_2.prj

0.4 KB

plots_2.shp

15.7 KB

plots_2.shx

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/.../6 - Advanced Geospatial AI Applications/

23 - Building a Convolutional Neural Network for Image Classification.mkv

222.1 MB

23 - CNNs-LULC-Classification-EuroSAT-Azad-Rasul.ipynb

833.1 KB

24 - Building an AI Model for Crop Health Analysis.mkv

131.0 MB

24 - Crop-Health-Using-RS-data-and-Neural-Networks.ipynb

68.9 KB

25 - Detecting-and-Counting-Plants-Using-Computer-Vision-Techniques.ipynb

1.3 MB

25 - Plant Counting with Computer Vision Techniques.mkv

178.4 MB

26 - 1.1-FourCastNet-A-practical-introduction-to-a-state-of-the-art-deep-learning-global-weather-emulator.ipynb

1.8 MB

26 - 1.2-FourCastNet-Added-Iraq.ipynb

2.4 MB

26 - Applying Deep Learning for Global Weather Emulation with FourCastNet.html

1.9 KB

27 - Validating Biomass Predictions with Ground Truth.mkv

166.7 MB

27 - Validation-with-Ground-Truth-Biomass-Focus.ipynb

163.2 KB

/.../6 - Advanced Geospatial AI Applications/data/

DrnMppr-DEM-AOI.tif

17.9 MB

DrnMppr-DTM-AOI.tif

9.0 MB

DrnMppr-ORT-AOI.tif

125.4 MB

aoi.cpg

0.0 KB

aoi.dbf

0.3 KB

aoi.prj

0.4 KB

aoi.shp

0.3 KB

aoi.shx

0.1 KB

dem.tif

17.9 MB

dtm.tif

9.0 MB

ortho.tif

125.4 MB

plant_count.cpg

0.0 KB

plant_count.dbf

0.3 KB

plant_count.prj

0.4 KB

plant_count.shp

0.3 KB

plant_count.shx

0.1 KB

plots_1.cpg

0.0 KB

plots_1.dbf

5.1 KB

plots_1.prj

0.4 KB

plots_1.shp

25.4 KB

plots_1.shx

1.2 KB

plots_2.dbf

4.4 KB

plots_2.prj

0.4 KB

plots_2.shp

15.7 KB

plots_2.shx

0.7 KB

/.../7 - Course WrapUp and Resources/

28 - Course Summary and Key Takeaways.html

5.9 KB

29 - Next Steps and Additional Resources.html

8.5 KB

/~Get Your Files Here !/

Bonus Resources.txt

0.1 KB

 

Total files 119


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