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Udemy - Machine Learning in GIS : Understand the Theory and Practice

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English

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2.92 GB

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d010a9ea09e8fb2b9f385a8db45e5c64f7cfc765

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30-03-2021 16:24

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TutsNode.com.txt	63.00 B
[TGx]Downloaded from torrentgalaxy.to .txt	585.00 B
[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 MB
[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 kB
[TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/1. Introduction to the course, GIS and Remote Sensing/2. GIS explained.mp4	31.55 MB
[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 kB
[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.mp4	24.59 MB
[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 kB
[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 MB
[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 kB
[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.mp4	68.52 MB
[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 kB
[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 kB
[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 kB
[TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/2. Installing QGIS.mp4	86.77 MB
[TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/2. Installation of QGIS on your Computer/2. Installing QGIS.srt	13.77 kB
[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 MB
[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 kB
[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 MB
[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 kB
[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 MB
[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 kB
[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 MB
[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 kB
[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.mp4	51.12 MB
[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 kB
[TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/3. Introduction to Machine Learning in GIS/3. OTB installation.mp4	10.93 MB
[TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/3. Introduction to Machine Learning in GIS/3. OTB installation.srt	2.41 kB
[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 kB
[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 MB
[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 kB
[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.mp4	58.83 MB
[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 kB
[TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/2.1 Bonn_2019_July_S2.tif	7.82 MB
[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 MB
[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 kB
[TutsNode.com] - Machine Learning in GIS Understand the Theory and Practice/4. Types of supervised & unsupervised machine learning and applications in GIS/3.1 Classification_OTB.zip	3.86 MB
[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 kB
[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 MB
[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 kB
[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	737.10 kB
[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.mp4	50.97 MB
[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 kB
[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	173.00 B
[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 MB
[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 kB
[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 MB
[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 MB
[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 kB
[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 kB
[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 MB
[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 MB
[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 kB
[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 MB
[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 kB
[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 kB
[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 MB
[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 kB
[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 kB
[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 MB
[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 kB
[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 MB
[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 kB
[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 MB
[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 kB
[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.mp4	29.27 MB
[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 kB
[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 MB
[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 kB
[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 MB
[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 kB
[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 kB
[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 kB
[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 MB
[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 kB
[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	70.20 MB
[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 kB
[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.mp4	5.92 MB
[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 kB
[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 kB

Description

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