Core GIS : Land Use Land Cover & Change Detection in QGIS from Udemy

QGIS and Core Remote Sensing: Land Use/Land Cover Mapping Course

Are you looking to create a land use/land cover map for your project but unsure where to start? Traditional GIS resources not meeting your practical needs? Welcome to the QGIS and Core Remote Sensing course, designed to provide you with the knowledge and skills required for practical land use/land cover (LULC) mapping and change detection using popular and free GIS software tools, specifically QGIS. This 4.5-hour course is tailored to guide you through both the theoretical and practical aspects of LULC mapping and change detection, crucial skills for Geographic Information Systems (GIS) and Remote Sensing analysts.

Course Highlights:

Practical LULC mapping and change detection in QGIS
New QGIS version
Theoretical and practical background
Acquiring and processing Remote Sensing (satellite) data
Accuracy assessment
Classification algorithms
Creating change maps
Ideal for professionals in various fields
Hands-on exercises in QGIS
Downloadable practical materials

Course Focus:

This course provides comprehensive coverage of LULC mapping and change detection in QGIS, emphasizing both theoretical foundations and practical application. By course completion, you will have a solid understanding of LULC mapping and change detection in GIS and Remote Sensing and be proficient in performing these tasks using QGIS.

What You'll Learn:

Installing open-source Remote Sensing and GIS software (QGIS) and configuration
Navigating QGIS software interface, including components and plug-ins
Classifying Remote Sensing (satellite) images using various machine learning algorithms in QGIS
Collecting training and validation data and conducting accuracy assessments
Performing change detection with the Semi-automated classification plug-in in QGIS
Preparing land cover change maps for reports

Who Should Enroll:

This course is ideal for professionals across diverse fields, including geographers, programmers, social scientists, geologists, Remote Sensing and GIS experts, and anyone needing LULC maps for their work. If you're facing tasks requiring state-of-the-art classification algorithms for land cover and land use maps, this course will equip you with the necessary skills and confidence to tackle these geospatial challenges.

Enroll today to take the first step in mastering LULC mapping and change detection.

What's inside

Learning objectives

Fully understand the basics of land use and land cover (lulc) mapping and change detection
Get an introduction and fully understand to remote sensing relevant for lulc mapping
Learn the most popular open-source gis and remote sensing software tools (qgis, scp)
Pre-process and analyze remote sensing images in qgis
Learn about supervise and unsupervised learning in remote sensing and their applications in gis
Learn how to obtain satellite data, apply image preprocessing, create training and validation data in qgis
Apply machine learning remote sensing based image classification in scp and qgis

Apply change detection in qgis
Create your first lulc map based on satellite imagery for your report in qgis
You'll also have plenty of handy hints and tips that will be provided alongside the scripts for gis & remote sensing analysis
You'll have a copy of the practicals step-by-step manuals used in the course for your reference
Show more
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Fully understand the basics of land use and land cover (lulc) mapping and change detection
Get an introduction and fully understand to remote sensing relevant for lulc mapping
Learn the most popular open-source gis and remote sensing software tools (qgis, scp)
Pre-process and analyze remote sensing images in qgis
Learn about supervise and unsupervised learning in remote sensing and their applications in gis
Learn how to obtain satellite data, apply image preprocessing, create training and validation data in qgis
Apply machine learning remote sensing based image classification in scp and qgis
Apply change detection in qgis
Create your first lulc map based on satellite imagery for your report in qgis
You'll also have plenty of handy hints and tips that will be provided alongside the scripts for gis & remote sensing analysis
You'll have a copy of the practicals step-by-step manuals used in the course for your reference
Show more
Show less

Syllabus

Introduction

About open-source QGIS software

QGIS version information

A note on QGIS versions and it's plug-ins

Lab 1: QGIS installation

Semi-Automatic Classification Plugin for QGIS

To learn basics of Remote Sensing for LULC mapping

Introduction to digital image

Sensors and Platforms

Understanding Remote Sensing for LULC mapping

How to download satellite images with SCP plug-in

How to work with the Remote Sensing images: preprocessing

Lab 2: Layerstacking, True and False Colour composites

Lab 3: Image preprocessing - atmospheric correction

Sources of Remote Sensing images for LULC mapping

To learn main principles, stages and aproaches of pixel-based LULC mapping

Introduction to LULC classification based on satellite images

Supervised and unsupervised image classification

Lab: Unsupervised Image Classification in SCP

Stages of LULC supervised classification

Lab: Training data collection

Overview of image classification algorrithms

Lab: LULC with the use of spectral angle mapping

Lab: LULC with the use of Maximum Likelihood Algorithm

Accuracy assessment of LULC map

Lab: Validation data creation

Lab: Accuracy Assessment

Project: LULC mapping of Landsat 8

LULC map visualization in QGIS

Lab: Map visualization: Create a classified image in QGIS

Lab: Creating a LULC map of your final image classification result in QGIS

To learn about change detection methods and apply pos-classification comparison in QGIS

Introduction to change detection

Lab: Change Detection in QGIS

Lab: How to make a map in QGIS

Conduct independent project to apply the newly acquired skills

Final Project Description

BONUS

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Teaches practical land use and land cover mapping for professionals in diverse fields, such as geography, remote sensing, and social sciences, who need LULC maps for their work

Guided by Kate Alison, an experienced instructor who provides clear and concise explanations

Involves practicing and implementing the latest open-source tools in the industry, such as QGIS and SCP

Includes practical materials, hands-on exercises, and step-by-step manuals for practical references

Covers image classification using supervised and unsupervised machine learning techniques for accurate LULC maps

Career center

Learners who complete Core GIS : Land Use Land Cover & Change Detection in QGIS will develop knowledge and skills that may be useful to these careers:

Remote Sensing Specialist

Remote Sensing Specialists use a combination of satellite imagery and other data to study the Earth's surface. They use this data to identify changes in land use, monitor environmental conditions, and plan for future development. This course provides a strong foundation in the principles of remote sensing, including image processing, classification, and change detection. This knowledge is essential for anyone looking to enter the field of remote sensing.

See salaries and explore the career path for Remote Sensing Specialist

GIS Analyst

GIS Analysts use geographic information systems (GIS) to collect, analyze, and visualize data about the Earth's surface. They use this data to solve problems, make decisions, and plan for the future. This course provides a comprehensive introduction to GIS, including data collection, analysis, and visualization. This knowledge is essential for anyone looking to enter the field of GIS.

See salaries and explore the career path for GIS Analyst

Land Use Planner

Land Use Planners develop plans and policies to guide the use of land. They consider a variety of factors, including environmental regulations, economic development, and social needs. This course provides a strong foundation in the principles of land use planning, including land use classification, zoning, and development regulations. This knowledge is essential for anyone looking to enter the field of land use planning.

See salaries and explore the career path for Land Use Planner

Environmental Scientist

Environmental Scientists study the environment and its interactions with humans. They use this knowledge to develop solutions to environmental problems, such as pollution, climate change, and deforestation. This course provides a strong foundation in the principles of environmental science, including ecology, hydrology, and environmental policy. This knowledge is essential for anyone looking to enter the field of environmental science.

See salaries and explore the career path for Environmental Scientist

Geologist

Geologists study the Earth's physical structure and history. They use this knowledge to find and extract minerals, oil, and gas. They also study the Earth's surface to understand how it has changed over time. This course provides a strong foundation in the principles of geology, including mineralogy, petrology, and geomorphology. This knowledge is essential for anyone looking to enter the field of geology.

See salaries and explore the career path for Geologist

Surveyor

Surveyors measure and map the Earth's surface. They use this information to create maps, charts, and other documents that are used for a variety of purposes, such as land use planning, construction, and navigation. This course provides a strong foundation in the principles of surveying, including surveying techniques, data collection, and map making. This knowledge is essential for anyone looking to enter the field of surveying.

See salaries and explore the career path for Surveyor

Cartographer

Cartographers create maps and other visual representations of the Earth's surface. They use data from a variety of sources, including satellite imagery, aerial photography, and field surveys. This course provides a strong foundation in the principles of cartography, including map design, data visualization, and geographic information systems (GIS). This knowledge is essential for anyone looking to enter the field of cartography.

See salaries and explore the career path for Cartographer

Geographer

Geographers study the Earth's surface and its human and physical characteristics. They use this knowledge to understand the interactions between humans and the environment. This course provides a strong foundation in the principles of geography, including physical geography, human geography, and geographic information systems (GIS). This knowledge is essential for anyone looking to enter the field of geography.

See salaries and explore the career path for Geographer

Urban Planner

Urban Planners develop plans and policies to guide the growth and development of cities and towns. They consider a variety of factors, including land use, transportation, and housing. This course provides a strong foundation in the principles of urban planning, including land use planning, zoning, and development regulations. This knowledge is essential for anyone looking to enter the field of urban planning.

See salaries and explore the career path for Urban Planner

Environmental Engineer

Environmental Engineers design and implement solutions to environmental problems. They use their knowledge of engineering and environmental science to protect human health and the environment. This course provides a strong foundation in the principles of environmental engineering, including water quality, air quality, and solid waste management. This knowledge is essential for anyone looking to enter the field of environmental engineering.

See salaries and explore the career path for Environmental Engineer

Soil Scientist

Soil Scientists study the properties and management of soil. They use their knowledge to improve soil quality and productivity. This course provides a strong foundation in the principles of soil science, including soil chemistry, soil physics, and soil biology. This knowledge is essential for anyone looking to enter the field of soil science.

See salaries and explore the career path for Soil Scientist

Water Resources Engineer

Water Resources Engineers design and manage water resources systems. They use their knowledge of engineering and hydrology to ensure that water is available for human use and environmental protection. This course provides a strong foundation in the principles of water resources engineering, including water quality, water quantity, and water distribution. This knowledge is essential for anyone looking to enter the field of water resources engineering.

See salaries and explore the career path for Water Resources Engineer

Hydrologist

Hydrologists study the movement and distribution of water on and below the Earth's surface. They use this knowledge to solve problems related to water supply, flooding, and water quality. This course provides a strong foundation in the principles of hydrology, including water quality, water quantity, and water distribution. This knowledge is essential for anyone looking to enter the field of hydrology.

See salaries and explore the career path for Hydrologist

Meteorologist

Meteorologists study the atmosphere and its interactions with the Earth's surface. They use this knowledge to forecast weather and climate conditions. This course provides a strong foundation in the principles of meteorology, including atmospheric science, weather forecasting, and climate change. This knowledge is essential for anyone looking to enter the field of meteorology.

See salaries and explore the career path for Meteorologist

Oceanographer

Oceanographers study the oceans and their interactions with the Earth's atmosphere and land. They use this knowledge to understand the role of the oceans in the Earth's climate system. This course provides a strong foundation in the principles of oceanography, including physical oceanography, chemical oceanography, and biological oceanography. This knowledge is essential for anyone looking to enter the field of oceanography.

See salaries and explore the career path for Oceanographer