Machine Learning in ArcGIS : Map Land Use Land Cover in GIS

Learn machine learning for Remote Sensing & GIS in ArcGIS, pixel & object-based image analysis , segmentation & more

4.88 (122 reviews)
Udemy
platform
English
language
Other
category
instructor
3,354
students
3.5 hours
content
Nov 2023
last update
$59.99
regular price

What you will learn

Fully understand advanced GIS and Remote Sensing methods of Land use and Land Cover (LULC) Mapping in ArcGIS

Learn how to perform such advanced GIS methods as object based image analysis (OBIA) and object-based classification using real-world data

Further advanced your GIS and Remote Sensing skills in the market leading GIS software (i.e. ArcGIS)

Learn how to obtain satellite data and UAV images, create training and validation data for OBIA and pixel-based and Remote Sensing data classification

Learn about Machine Learning and Machine Learning types / algorithms

Apply all stages of supervised Machine Learning in ArcGIS

Apply advanced Machine Learning image classification algorithms in ArcGIS

Explore the power of ArcGIS for Remote Sensing image analysis

You'll also have plenty of handy hints and tips will be provided alongside the code to prevent glitches

You'll have a copy of the data and some detailed manuals used in the course for your reference to use in your GIS analysis

Learn applied Remote Sensing & GIS skills needed for your future / current geospatial job!

Description

Land Use / Land Cover Mapping with Machine Learning and Remote Sensing Data in ArcGIS

Unlock the potential of advanced geospatial analysis with ArcGIS! This comprehensive course is designed to equip you with the knowledge and skills needed to perform sophisticated geospatial tasks, including object-based image analysis and Machine Learning for Land Use and Land Cover (LULC) mapping using ArcGIS.

Course Highlights:

  • Practical knowledge of advanced LULC mapping

  • Proficiency in ArcGIS for geospatial data analysis

  • Introduction to satellite-based image analysis for Remote Sensing

  • Application of Machine Learning algorithms for precise mapping

  • Object-based image analysis and segmentation techniques

  • Creation of change maps and accuracy assessments

  • Downloadable materials, including datasets and instructions

Course Focus:

This course is perfect for users who are familiar with ArcGIS but want to take their geospatial analysis skills to the next level. You'll gain the confidence to apply Machine Learning algorithms to LULC mapping and object-based image analysis using real-world data in ArcGIS.

Why Choose This Course:

Unlike other training resources, this course delivers practical solutions that enhance your GIS and Remote Sensing skills in a clear and easy-to-follow manner. You'll be able to tackle geospatial projects independently and impress your future employers with your advanced GIS capabilities.

What You'll Learn:

  • Advanced skills in ArcGIS for geospatial analysis

  • Understanding of Machine Learning concepts and its application in GIS

  • Classification of satellite and UAV images using various Machine Learning algorithms

  • Training, validation data collection, and accuracy assessment

  • Object-based image analysis and image segmentation techniques

  • Creation of change maps to visualize land use and land cover transformations

Enroll Today:

This course is ideal for geographers, programmers, social scientists, geologists, GIS, and Remote Sensing experts who need to create LULC maps and conduct change detection in their field. Whether you're embarking on a new geospatial project or looking to advance your skills, this course will provide you with the knowledge and confidence to excel in geospatial analysis using ArcGIS.

INCLUDED IN THE COURSE: Access all the data and resources used throughout the course, including datasets and Java code files. Enroll today and harness the full potential of geospatial analysis in ArcGIS!

Content

Introduction

Introduction
Software used in this course

Introduction to Machine Learning in GIS

Introduction to Machine Learning
On Machine Learning in GIS and Remote Sensing
Quiz

Apply Unsupervised Machine Learning for LULC Classification in ArcGIS

Basics of machine learning for Land use/Land Cover (LULC) classification
Overview of Machine Learning for Image Classification in ArcGIS
Lab: How to download satellite data in ArcGIS
Unsupervised LULC image analysis in ArcGIS
QUIZ

Apply Supervised Machine Learning for LULC Classification in ArcGIS

Common algorithms of image classification
Workflow of image classification with the Machine Learning Algorithms & Training
Lab: Creating Training data in ArcMap 10.6
Lab: Supervised image classification with Random Trees Classifier in ArcGIS
Lab: Supervised image classification with Support Vector Machines in ArcGIS
Quiz

Accuracy Assessment of Image CLassification in ArcGIS

Accuracy Assessment: theory
Lab: Accuracy Assessment of Classified Image in ArcGIS 10.6

Image Segmentation in ArcGIS

Principles of image segmentation for GIS and Remote Sensing analysis
Lab: Downloading image data for segmentation analysis in ArcGIS
Lad: Perform Image Segmentation in ArcGIS
Quiz

Object-based Image classification with Machine Learning algorithms in ArcGIS

Object-based image classification (OBIA) VS pixel-based image classification
Creating training data for object-based image classification in ArcGIS
Object-based image classification (OBIA) using UAV data and SVM in ArcGIS

Final Project

Final Project Description
BONUS

Screenshots

Machine Learning in ArcGIS : Map Land Use Land Cover in GIS - Screenshot_01Machine Learning in ArcGIS : Map Land Use Land Cover in GIS - Screenshot_02Machine Learning in ArcGIS : Map Land Use Land Cover in GIS - Screenshot_03Machine Learning in ArcGIS : Map Land Use Land Cover in GIS - Screenshot_04

Reviews

Stefanie
February 7, 2022
In this course, I learn about machine learning theory, different machine learning algorithms and their implementation in QGIS. Thanks a lot!
Вячеслав
March 20, 2021
Amazing! Awesome! Spellbound! Wonderful course. Please keep up the good work. Looking forward to doing more courses from you.
Анастасия
January 11, 2021
I took Remote Sensing in an academic setting and this course so far give me a better understanding of the uses of ArcGIS for LULC mapping
Ирина
January 6, 2021
I've learned so much about the Landcover image analysis in ArcGIS just from this course alone. Excellent for getting started would recommend it to everyone
Ксения
January 5, 2021
Like the others, this is another great course by Kate Alison! I loved the content, pace, and presentation materials. Highly Recommended
Partha
November 22, 2020
Enjoying the course so far. Very Informative and extremely simple to learn some of the vital algorithms.
Nikhil
September 19, 2020
This was a good experience for me, despite ArcGIS crashing a couple times, and my problems with the isocluster algorithm (no solution as yet). I hope to use the information provided by you, to work supervised classification on my own study site in Southern India. Thanks !
Olga
July 3, 2020
The course is very interesting and applied. I would recommend this course for both beginners and intermediate users in Remote Sensing and GIS.
Ольга
July 1, 2020
In this course, I learn about machine learning theory, different machine learning algorithms and their implementation in QGIS. Thanks a lot!

Coupons

DateDiscountStatus
6/27/202080% OFF
expired
7/3/2020100% OFF
expired
7/20/202075% OFF
expired
8/24/2020100% OFF
expired

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Related Topics

3250440
udemy ID
6/19/2020
course created date
6/27/2020
course indexed date
Lee Jia Cheng
course submited by