Descriptions
MEGA Machine Learning in GIS and Remote Sensing: 5 Courses in 1. Are you ready to unlock the power of machine learning and deep learning for geospatial analysis using QGIS and ArcGIS? This comprehensive course is designed to give you both theoretical understanding and practical skills in applying advanced algorithms to geographic information systems (GIS) and remote sensing problems. This course is your path to taking your geospatial analysis skills to the next level. It is intended for users who are already familiar with QGIS and ArcGIS for basic tasks, but want to solve more complex geospatial problems. You will use the power of machine learning and deep learning to perform object-oriented image analysis using a variety of data sources. Unlike other training resources, each lecture is designed to enhance your GIS and remote sensing skills in a clear and actionable manner. You will gain hands-on experience using machine learning algorithms such as random forest, support vector machines, decision trees, and convolutional neural networks to solve real-world geospatial problems.
What will you learn
- Completely understand the fundamentals of machine learning and machine learning in GIS.
- Explore the most popular open source GIS and remote sensing software tools (QGIS, SCP, OTB Toolbox).
- Explore market-leading GIS software ArcGIS (ArcMap) and ArcGIS Pro.
- Learn about supervised and unsupervised learning and their applications in GIS.
- Apply machine learning image classification in QGIS and ArcGIS
- Run segmentation and object-oriented image analysis in QGIS and ArcGIS.
- Learn and apply regression modeling to GIS problems.
Who is this course for?
- The course is ideal for professionals such as geographers, programmers, social scientists, geologists and all other professionals who need to use maps in their field and would like to learn more about geospatial analysis (GIS and remote sensing).
Features of MEGA Machine Learning in GIS and Remote Sensing: 5 Courses in 1
- Publisher: Udemy
- Teacher: Kate Alison
- English language
- Level: Intermediate
- Number of courses: 59
- Duration: 8 hours 13 minutes.
Content for 2023-11
Requirements
- Basic knowledge of spatial data (image) manipulation will be an advantage, but not required.
- The course will be demonstrated using the Windows PC version of QGIS. Mac and Linux users will need to adapt the instructions to their operating systems.
- Access ArcGIS (Pro version 2.5 and ArcMAp 10.6 or higher): Free trial available on the ESRI website.
Images
Sample clip
Installation instructions
Extract the files and watch on your favorite player
Subtitles: English
Quality: 720p
Download links
Password file(s): free download software
file size
5.39 GB