Machine Learning in GIS : Understand the Theory and Practice
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- tuts756
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Description
This course is designed to equip you with the theoretical and practical knowledge of Machine Learning as applied for geospatial analysis, namely Geographic Information Systems (GIS) and Remote Sensing. By the end of the course, you will feel confident and completely understand the Machine Learning applications in GIS technology and how to use Machine Learning algorithms for various geospatial tasks, such as land use and land cover mapping (classifications) and object-based image analysis (segmentation). This course will also prepare you for using GIS with open source and free software tools.
In the course, you will be able to apply such Machine Learning algorithms as Random Forest, Support Vector Machines and Decision Trees (and others) for classification of satellite imagery. On top of that, you will practice GIS by completing an entire GIS project by exploring the power of Machine Learning, cloud computing and Big Data analysis using Google Erath Engine for any geographic area in the world.
The course is ideal for professionals such as geographers, programmers, social scientists, geologists, and all other experts who need to use maps in their field and would like to learn more about Machine Learning in GIS. If you’re planning to undertake a task that requires to use a state of the art Machine Learning algorithms for creating, for instance, land cover and land use maps, this course will give you the confidence you need to understand and solve such geospatial problem.
One important part of the course is the practical exercises. You will be given some precise instructions and datasets to create maps based on Machine Learning algorithms using the QGIS software and Google Earth Engine.
In this course, I include downloadable practical materials that will teach you:
– How to install open source GIS (QGIS, OTB toolbox) software on your computer and correctly configure it
– QGIS software interface including its main components and plug-ins
– Learn how to classify satellite images with different machine learning algorithms (random forest, support vector machines, decision trees and so on) in QGIS
– Learn how to perform image segmentation in QGIS
– Learn how to prepare your first land cover map using the cloud computing Google Earth Engine Platform.
Who this course is for:
Geographers, programmers, geologists, biologists, social scientists, or every other expert who deals with GIS maps in their field
Requirements
A working computer
Last Updated 10/2020
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/5. New Image classification in QGIS how to create training and run classification/1. Extra Training data collection for image classification based on Landsat images.mp4 | 309.26 MiB |
| TutsNode.com.txt | 63 B |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/4.1 DT_OTB classification_practical.pdf | 737.1 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/4. Decision Trees classification of Sentinel-2 image.srt | 19.01 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/5. Lab Sign In to Google Earth Engine.srt | 4.45 KiB |
| [TGx]Downloaded from torrentgalaxy.to .txt | 585 B |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/6. Support Vector Machine (SVM) supervised classification of the satellite imagery.html | 173 B |
| .pad/0 | 136 B |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/1. Supervised classification with Google Earth Engine.mp4 | 271.17 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/3. Introduction to Machine Learning in GIS/3.1 OTB Installation Guide_udemy_240320.pdf | 794.07 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/5. New Image classification in QGIS how to create training and run classification/2.1 Training_Landsat5.zip | 46.19 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/1. Introduction to the course, GIS and Remote Sensing/4. Introduction to Remote Sensing applications.srt | 8.34 KiB |
| .pad/1 | 75 B |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/3. Random Forest supervised classification of Sentinel-2 image.mp4 | 248.84 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/3.2 OLS_Kaz_2.pdf | 63.26 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/3. Lab Use regression analysis in ArcGIS.srt | 28.38 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/3. Random Forest supervised classification of Sentinel-2 image.srt | 27.48 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/5. New Image classification in QGIS how to create training and run classification/1. Extra Training data collection for image classification based on Landsat images.srt | 24.74 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/3. Introduction to Machine Learning in GIS/1. Introduction to Machine Learning.srt | 18.38 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/1. On regression in GIS.srt | 4.43 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/4. Decision Trees classification of Sentinel-2 image.mp4 | 209.98 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/1. Supervised classification with Google Earth Engine.srt | 17.64 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/1. Introduction to the course, GIS and Remote Sensing/1. Introduction.srt | 4.13 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/3. Lab Use regression analysis in ArcGIS.mp4 | 166.03 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/3.2 RF_OTB classification_practical.pdf | 963.64 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/3. Introduction to Machine Learning in GIS/3. OTB installation.srt | 2.41 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/2. Installing QGIS.srt | 13.77 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/5. Accuracy Assessment.srt | 13.16 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/3. Exploring QGIS interface.mp4 | 155.09 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/1.2 Practical_1_QGIS_interface.pdf | 876.83 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/1. Computer Set up for GIS analysis and GIS software on the market.srt | 14.37 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/2. Import images and their visualization in Google Earth Engine.srt | 12.21 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/1. Supervised and Unsupervised Learning (classification) in GIS and Remote Sensing.srt | 11.71 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/7. Introduction to object-based machine learning in GIS and QGIS/3. Segmentation of high-resolution satellite image.srt | 10.42 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/2. ArcGIS Software for regression analysis.srt | 3.66 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/2. Import images and their visualization in Google Earth Engine.mp4 | 141.91 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/3. Exploring QGIS interface.srt | 10.17 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/3. Introduction to Machine Learning in GIS/2. On Machine Learning in GIS and Remote Sensing.srt | 10.03 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/3. Unsupervised (K-means) image analysis in Google Earth Engine.srt | 9.75 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/4. Prediction in GIS and deep learning for Big Data Analysis.srt | 9.12 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/4. A power of QGIS - QGIS Plug-ins.srt | 7.79 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/7. Introduction to object-based machine learning in GIS and QGIS/1. Object detection in GIS.srt | 6.97 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/9. Final Project Machine Learning for GIS on cloud (Google Earth Engine)/1. Project assignment.srt | 6.57 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/3.1 Data_Regression_Kaz.zip | 6.52 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/1. Introduction to the course, GIS and Remote Sensing/2. GIS explained.srt | 6.41 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/1. Introduction to the course, GIS and Remote Sensing/3. Introduction to Remote Sensing definition.srt | 6.13 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/7. Introduction to object-based machine learning in GIS and QGIS/2. Segmentation and object-based image analysis (OBIA).srt | 5.84 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/9. Final Project Machine Learning for GIS on cloud (Google Earth Engine)/2. BONUS.srt | 1.33 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/7. Introduction to object-based machine learning in GIS and QGIS/3. Segmentation of high-resolution satellite image.mp4 | 141.26 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/1.1 QGIS_intallation_01042020.pdf | 651.56 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/2. Unsupervised (K-means) image analysis in QGIS.srt | 5.33 KiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/5. New Image classification in QGIS how to create training and run classification/2. Lab image classification in QGIS.srt | 4.37 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/3. Unsupervised (K-means) image analysis in Google Earth Engine.mp4 | 103.76 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/9. Final Project Machine Learning for GIS on cloud (Google Earth Engine)/2.1 Resources_17062020.pdf | 221.57 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/4. A power of QGIS - QGIS Plug-ins.mp4 | 99.63 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/3.1 Lab2_GEE_kmeans.pdf | 330.12 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/3. Introduction to Machine Learning in GIS/1. Introduction to Machine Learning.mp4 | 93.51 MiB |
| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/6. Machine Learning in Google Earth Engine/2.1 Lab1_GEE_import_data.pdf | 327.48 KiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/2. Installing QGIS.mp4 | 86.77 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/1. Introduction to the course, GIS and Remote Sensing/4. Introduction to Remote Sensing applications.mp4 | 80.88 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/1. Supervised and Unsupervised Learning (classification) in GIS and Remote Sensing.mp4 | 71.42 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/9. Final Project Machine Learning for GIS on cloud (Google Earth Engine)/1. Project assignment.mp4 | 70.2 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/5. New Image classification in QGIS how to create training and run classification/2.2 Landsat5_Image.zip | 64.07 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/5. New Image classification in QGIS how to create training and run classification/1.1 Landsat5_Image.zip | 64.07 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/7. Introduction to object-based machine learning in GIS and QGIS/2. Segmentation and object-based image analysis (OBIA).mp4 | 51.47 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/5. New Image classification in QGIS how to create training and run classification/2. Lab image classification in QGIS.mp4 | 48.06 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/5. Lab Sign In to Google Earth Engine.mp4 | 45.67 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/4. Prediction in GIS and deep learning for Big Data Analysis.mp4 | 39.08 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/7. Introduction to object-based machine learning in GIS and QGIS/1. Object detection in GIS.mp4 | 37.33 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/8. Predictions and regression in GIS and deep learning for Big Data Analysis/2. ArcGIS Software for regression analysis.mp4 | 21.84 MiB |
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| [TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/1. Introduction to the course, GIS and Remote Sensing/1. Introduction.mp4 | 13.95 MiB |
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