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Non-Linear: Random Order
                                                                                            
                                        What is GIS? Overview and Applications
                                                    
                                                    
                                                
                                                                                            
                                        History and Evolution of GIS Technology
                                                    
                                                    
                                                
                                                                                            
                                        Understanding Spatial Data: Vector vs. Raster
                                                    
                                                    
                                                
                                                                                            
                                        Components of GIS: Data, Software, Hardware, People, and Methods
                                                    
                                                    
                                                
                                                                                            
                                        GIS in Different Industries (Urban Planning, Agriculture, Disaster Management, etc.)
                                                    
                                                    
                                                
                                                                        
                                        Ref: Geographic Information Systems
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit1 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        Vector Data (Points, Lines, Polygons) and Raster Data (Grids, Pixels)
                                                    
                                                    
                                                
                                                                                            
                                        Coordinate Reference Systems (CRS) and Map Projections
                                                    
                                                    
                                                
                                                                                            
                                        Working with Geodatabases and Spatial Data Formats (Shapefiles, GeoJSON, KML)
                                                    
                                                    
                                                
                                                                                            
                                        Data Sources: OpenStreetMap, USGS, Landsat, and Government Portals
                                                    
                                                    
                                                
                                                                                            
                                        Hands-On: Exploring GIS Datasets in QGIS and ArcGIS
                                                    
                                                    
                                                
                                                                        
                                        Ref:Essential components of GIS
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit2 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        GPS and Field Data Collection Techniques
                                                    
                                                    
                                                
                                                                                            
                                        Working with Geospatial Data Portals
                                                    
                                                    
                                                
                                                                                            
                                        Data Cleaning, Geocoding, and Attribute Table Management
                                                    
                                                    
                                                
                                                                                            
                                        Data Import, Export, and Conversion Techniques
                                                    
                                                    
                                                
                                                                                            
                                        Hands-On: Creating and Managing a Spatial Database
                                                    
                                                    
                                                
                                                                        
                                        Concept of topology
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit3 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        Overlay Analysis (Buffer, Intersect, Union, Clip)
                                                    
                                                    
                                                
                                                                                            
                                        Proximity Analysis and Distance Calculations
                                                    
                                                    
                                                
                                                                                            
                                        Spatial Querying and Attribute Filtering
                                                    
                                                    
                                                
                                                                                            
                                        Geostatistical Analysis and Interpolation Techniques
                                                    
                                                    
                                                
                                                                                            
                                        Hands-On: Performing Spatial Analysis in QGIS and ArcGIS
                                                    
                                                    
                                                
                                                                        
                                        Ref:GIS software
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit4 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        Basics of Remote Sensing and Image Processing
                                                    
                                                    
                                                
                                                                                            
                                        Types of Satellite Data (Landsat, Sentinel, MODIS)
                                                    
                                                    
                                                
                                                                                            
                                        Supervised vs. Unsupervised Classification
                                                    
                                                    
                                                
                                                                                            
                                        Land Use and Land Cover Analysis
                                                    
                                                    
                                                
                                                                                            
                                        Hands-On: Processing Satellite Images for Environmental Applications
                                                    
                                                    
                                                
                                                                        
                                        Ref:Raster Data Compression Techniques
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit5 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        Introduction to Python for GIS (Using GeoPandas, GDAL, Rasterio)
                                                    
                                                    
                                                
                                                                                            
                                        Automating GIS Workflows with Python
                                                    
                                                    
                                                
                                                                                            
                                        Introduction to R for Spatial Data Analysis (sf, sp, and raster packages)
                                                    
                                                    
                                                
                                                                                            
                                        Hands-On: Creating Maps and Automating GIS Tasks with Python and R
                                                    
                                                    
                                                
                                                                        
                                        Ref: Pre-processing of spatial datasets
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit6 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        Introduction to Web GIS and Web Mapping Technologies
                                                    
                                                    
                                                
                                                                                            
                                        Building Interactive Maps with Leaflet.js and Mapbox
                                                    
                                                    
                                                
                                                                                            
                                        Using Google Earth Engine for Spatial Analysis
                                                    
                                                    
                                                
                                                                                            
                                        Developing Web-Based GIS Applications
                                                    
                                                    
                                                
                                                                                            
                                        Hands-On: Publishing Maps Online with ArcGIS Online and QGIS Cloud
                                                    
                                                    
                                                
                                                                        
                                        Ref:Spatial Interpolation Techniques
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit7 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        Introduction to Spatial Statistics
                                                    
                                                    
                                                
                                                                                            
                                        Spatial Autocorrelation and Clustering (Moran’s I, Getis-Ord Gi*)
                                                    
                                                    
                                                
                                                                                            
                                        Predictive Modeling with GIS (Land Use Change, Disaster Risk Analysis)
                                                    
                                                    
                                                
                                                                                            
                                        Machine Learning Applications in GIS
                                                    
                                                    
                                                
                                                                                            
                                        Hands-On: Predicting Spatial Patterns with Machine Learning
                                                    
                                                    
                                                
                                                                        
                                        Ref:Spatial database systems
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit8 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        GIS in Urban Planning and Infrastructure Development
                                                    
                                                    
                                                
                                                                                            
                                        Environmental Monitoring and Climate Change Analysis
                                                    
                                                    
                                                
                                                                                            
                                        GIS in Health and Epidemiology (Disease Mapping)
                                                    
                                                    
                                                
                                                                                            
                                        Transportation and Logistics Optimization with GIS
                                                    
                                                    
                                                
                                                                                            
                                        Case Studies: GIS in Disaster Response and Smart Cities
                                                    
                                                    
                                                
                                                                        
                                        Ref:Various techniques to generate digital elevation 
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit9 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        End-to-End GIS Project: Data Collection to Visualization
                                                    
                                                    
                                                
                                                                                            
                                        Resume and LinkedIn Optimization for GIS Careers
                                                    
                                                    
                                                
                                                                                            
                                        Preparing for GIS Certifications (Esri ArcGIS, GISP)
                                                    
                                                    
                                                
                                                                                            
                                        Real-World GIS Case Studies and Applications
                                                    
                                                    
                                                
                                                                                            
                                        Final Project Submission and Certification
                                                    
                                                    
                                                
                                                                        
                                        Ref:Applications of DEMs in solar and wind 
                                        
                                        Duration: 
                                                    
                                                    
                                                
                                                                                            
                                        Unit 10 Test
                                                                                10 Questions
                                        
                                        
                                         
                                                    
                                                    
                                                
                                                                                            
                                        Final Assesssment
                                                                                40 Questions
                                        
                                        
                                         
                                                    
                                                    
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