Machine Learning in ArcGIS : Map Land Use Land Cover in GIS
What you'll 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!
Requirements
- Basic knowledge of manipulating spatial (image) data will be an advantage
- The course is demonstrated using ArcMap (v 10.7). You can obtain a trial license from ESRI website-.
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!
Who this course is for:
- Geographers, Programmers, geologists, biologists, social scientists, or every other expert who deals with GIS maps in their field
Instructor
- 4.3 Instructor Rating
- 5,827 Reviews
- 95,561 Students
- 34 Courses
Welcome to the World of Geospatial & Data Science Education!
Are you ready to embark on an exciting journey into the realms of GIS, Remote Sensing, Machine Learning, and Data Science? I'm your dedicated instructor, a passionate data science expert and educator, committed to providing you with a world-class education in these highly applied and captivating fields.
About Me:
With a wealth of experience in teaching and training around the globe, I've had the privilege of educating numerous students who have achieved remarkable success. Now, I'm thrilled at the opportunity to share my expertise with you.
For Aspiring GIS & Remote Sensing Enthusiasts:
I understand that choosing the right path to acquire knowledge is crucial, and I've designed a structured learning journey for you. You have two options to tailor your educational experience according to your needs and preferences.
Option 1: In-Depth Exploration
If you're keen on delving deep into each topic with comprehensive details and hands-on labs, here's the recommended order for taking my individual courses:
- Get started with GIS & Remote Sensing in QGIS #Beginners
- Remote Sensing in QGIS: Fundamentals of Image Analysis 2020
- Core GIS: Land Use and Land Cover & Change Detection in QGIS
- Machine Learning in GIS: Understand the Theory and Practice
- Machine Learning in GIS: Land Use/Land Cover Image Analysis
- Machine Learning in ArcGIS: Map Land Use/ Land Cover in GIS
- Object-based image analysis & classification in QGIS/ArcGIS
- ArcGIS: Learn Deep Learning in ArcGIS to advance GIS skills
- QGIS & Google Earth Engine for Environmental Applications
- Advanced Remote Sensing Analysis in QGIS and on cloud
- Explore specialized courses focused on specific Remote Sensing applications in my course list.
Option 2: Comprehensive Combi-Courses
For a more consolidated approach, where you receive summarized information from the individual courses, along with fewer details (labs and videos), you can opt for the following combi-courses:
- QGIS Mega Course: GIS and Remote Sensing - Beginner to Expert
- Geospatial Data Analyses & Remote Sensing: 4 Classes in 1
- Machine Learning in GIS and Remote Sensing: 5 Courses in 1
- Google Earth Engine for Big GeoData Analysis: 3 Courses in 1
- Google Earth Engine for Machine Learning & Change Detection
Data Science with Geospatial Analysis Bundle:
This bundle comprises a selection of courses that will empower you to excel in the world of Data Science while leveraging the insights gained from geospatial analysis:
- Geospatial Data Analyses & Remote Sensing: 4 Classes in 1
- Machine Learning in GIS and Remote Sensing: 5 Courses in 1
- Google Earth Engine for Big GeoData Analysis: 3 Courses in 1
- Google Earth Engine for Machine Learning & Change Detection
Your Journey Starts Here:
No matter which path you choose, you're embarking on an enriching educational journey that will equip you with the knowledge and skills needed to excel in the world of GIS, Remote Sensing, Machine Learning, and Data Science. Let's get started on this exciting adventure together!
Join me in unlocking the endless possibilities of geospatial analysis, remote sensing, machine learning, and data science. Enroll in your preferred course or bundle today.