Udemy - Deep Learning Application for Earth Observation

• Udemy - Deep Learning Application for Earth Observation
• ~Get Your Files Here !/1. Introduction/1. Introduction.mp4 39 MB
• ~Get Your Files Here !/1. Introduction/2. Convolution neural network.mp4 39.3 MB
• ~Get Your Files Here !/1. Introduction/3. Resources to learn deep learning.html 930 B
• ~Get Your Files Here !/1. Introduction/4. Notebooks and codes.html 429 B
• ~Get Your Files Here !/2. Deep learning environment setup/1. Overview of this section.mp4 4.4 MB
• ~Get Your Files Here !/2. Deep learning environment setup/2. Local environment vs Google Colab.mp4 14.7 MB
• ~Get Your Files Here !/2. Deep learning environment setup/3. Tensorflow installation.mp4 88.6 MB
• ~Get Your Files Here !/2. Deep learning environment setup/4. Tensorflow in jupyter notebook.mp4 14.4 MB
• ~Get Your Files Here !/2. Deep learning environment setup/5. Installation of matplotlib, gdal and rasterio.mp4 22.7 MB
• ~Get Your Files Here !/2. Deep learning environment setup/6. Tensorflow in google colab.mp4 45.9 MB
• ~Get Your Files Here !/2. Deep learning environment setup/7. Deep learning basic questions.html 198 B
• ~Get Your Files Here !/3. Deep learning dataset preparation using ArcGIS Pro/1. Required dataset for this lecture.html 897 B
• ~Get Your Files Here !/3. Deep learning dataset preparation using ArcGIS Pro/2. Create area of interest in ArcGIS pro.mp4 110.1 MB
• ~Get Your Files Here !/3. Deep learning dataset preparation using ArcGIS Pro/3. Download sentinel2 MSI imagery from GEE.mp4 105.6 MB
• ~Get Your Files Here !/3. Deep learning dataset preparation using ArcGIS Pro/4. Create the output imagery (mask imagery).mp4 99.3 MB
• ~Get Your Files Here !/3. Deep learning dataset preparation using ArcGIS Pro/5. Create image and mask tiles using arcgis pro.mp4 195.5 MB
• ~Get Your Files Here !/3. Deep learning dataset preparation using ArcGIS Pro/6. Deep learning dataset preparation quiz.html 198 B
• ~Get Your Files Here !/4. Open source solution for data preparation (geotile)/1. Overview of this section.html 706 B
• ~Get Your Files Here !/4. Open source solution for data preparation (geotile)/2. About the input dataset.mp4 36.1 MB
• ~Get Your Files Here !/4. Open source solution for data preparation (geotile)/3. Introduction to geotile package.mp4 13.9 MB
• ~Get Your Files Here !/4. Open source solution for data preparation (geotile)/4. Image and Mask tiles using GeoTile.mp4 152.6 MB
• ~Get Your Files Here !/4. Open source solution for data preparation (geotile)/5. DL training dataset preparation using open-source solution.html 198 B
• ~Get Your Files Here !/5. Image classification/1. Overview of this lecture.html 1.2 KB
• ~Get Your Files Here !/5. Image classification/2. Introduction to image classification.mp4 51.6 MB
• ~Get Your Files Here !/5. Image classification/3. About dataset.mp4 45.2 MB
• ~Get Your Files Here !/5. Image classification/4. Image classification deep learning model.mp4 195 MB
• ~Get Your Files Here !/6. Deep learning object detection/1. Overview of this section.html 320 B
• ~Get Your Files Here !/6. Deep learning object detection/2. Object detection introduction.mp4 21.1 MB
• ~Get Your Files Here !/6. Deep learning object detection/3. About dataset.mp4 34 MB
• ~Get Your Files Here !/6. Deep learning object detection/4. Object detection using YOLOv4.mp4 199.6 MB
• ~Get Your Files Here !/7. Image segmentation (Binary class)/1. Overview of this section.html 382 B
• ~Get Your Files Here !/7. Image segmentation (Binary class)/2. About dataset.mp4 29 MB
• ~Get Your Files Here !/7. Image segmentation (Binary class)/3. Building detection.mp4 138.3 MB
• ~Get Your Files Here !/8. Image segmentation (Multi-class)/1. Overview of this section.html 464 B
• ~Get Your Files Here !/8. Image segmentation (Multi-class)/2. Land use Land cover mapping.mp4 100.7 MB
• ~Get Your Files Here !/8. Image segmentation (Multi-class)/3. Convert image to numpy file.mp4 14 MB
• ~Get Your Files Here !/8. Image segmentation (Multi-class)/4. Convert numpy file to image.mp4 31.2 MB
• ~Get Your Files Here !/9. Landslide detection/1. Overview of this section.html 537 B
• ~Get Your Files Here !/9. Landslide detection/2. Landslide inventory detection using CNN.mp4 276.7 MB
• ~Get Your Files Here !/9. Landslide detection/3. Attention U-Net introduction.mp4 30.7 MB
• ~Get Your Files Here !/9. Landslide detection/4. Landslide detection using SAR dataset.mp4 274.7 MB
• ~Get Your Files Here !/9. Landslide detection/5. Bonus lecture.html 2.2 KB
• ~Get Your Files Here !/Bonus Resources.txt 386 B

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