Landuse landcover with machine learning using ArcGIS only
What you'll learn
- Make landuse with machine learning methods
- Train and use Machine learning model within ArcGIS
- Use of ArcGIS for landuse change
- Generation of research ready map layout
- Calculation using pixels
- Processing of 10m resolutiuon data
Requirements
- Must know the basic of GIS
Description
This on-demand course was created in response to user requests. Many users expressed frustration with having to use multiple software programs for GIS tasks, such as performing land use classification in one program, land use change detection in another, and pixel correction (post-classification) in yet another. In this course, all tasks are performed exclusively using ArcGIS. From data preparation to data representation, this course covers every important task, ensuring a seamless and efficient workflow within ArcGIS.
This course covers SVM and random forest methods for classification with supervised methods. So all the landuse is not perfect some pixels remain wrong classified such as sometimes the river bed is classified as an urban area. This is a common problem in most landuse classifications. So in this course, I have covered how to correct this type of error pixels using ArcGIS only. Landuse change using ArcGIS is also covered. Research-level layout creation is also covered and accepted by most journals with high-quality maps.
Key Highlights:
Landuse using machine learning
Using only and only ArcGIS
Post classification pixel correction
Fast method of landuse making
Understanding of satellite image in infrared.
Landuse change detection.
Making of confusion matrix and calculation of changes.
Note: This is an expert-level course so I assume you know all the basics of GIS.
Highlights :
Land use mapping
Land cover classification
ArcGIS machine learning
SVM land use classification
Random Forest land use mapping
Post-classification pixel correction
ArcGIS pixel correction
Supervised training ArcGIS
Land use errors correction
Urban area misclassification corrections
Barren land classification corrections
Riverbed misclassification corrections
Single software land use mapping
ArcGIS only land use mapping
High-accuracy land cover mapping
Machine learning in ArcGIS
Land use mapping techniques
Land cover classification errors corrections
Who this course is for:
- Course for Advanced users
- Phd and Master student of Universities
- Final year students seeking project
- Covers pratical of GIS as per syllabus of most of universites around world
Instructor
- 4.5 Instructor Rating
- 2,217 Reviews
- 7,238 Students
- 8 Courses
I completed PhD at IIT Roorkee. I have wide Experience of GIS more than 12 years. I have developed my Own Models, Online Apps. Performed Automated task in GIS for faster Project management. I did many real projects for Govt. Like planing of the lake. Discharge Simulation, Soil Erosion, Sediment model development and analysis. Research is published in International Journals. You can find me on Research-gate also. I answer GIS Queries around the world with my GIS Facebook page followed by 25k and Youtube followed by 48k. and running worldwide GIS discussion group with 50k Expert of GIS around the world. Even I have a free Basic tutorial website. I also taught GIS course for Govt Engineers sponsored by Govt with real-life problems and discussion. So I have wide Experience of the teaching of GIS. I know how to teach difficult task in an Easy way. I am providing a course at my own place to student around the world. Including Nepal, India, Ghana, Ethiopia, Zambia, South Africa, etc At my own place I teaching full GIS course from Basic to Advanced covering 124 topics. My student required just basic knowledge of computer and they will become GIS Expert at End of Course.
Received International Award for Best SWAT Support, from Texas A&M University, USA and USDA at Brussels, Belgium
All course 90% practical 10% theory
My training Method of Different than All others. More user friendly from practical Examples. I know how our brain learns scientifically.