Machine learning for predictive maps combines AI models with GIS tools to analyse spatial data. It helps predict patterns such as trends or risks using mapping technologies. Therefore, it is widely used in industries like urban planning and environmental analysis.
Course Curriculum
| Section 01: Introduction | |||
| Introduction | 00:10:00 | ||
| Section 02: Setup and Installations | |||
| Python Installation | 00:04:00 | ||
| Creating a Python Virtual Environment | 00:07:00 | ||
| Installing Django | 00:09:00 | ||
| Installing Visual Studio Code IDE | 00:06:00 | ||
| Installing PostgreSQL Database Server Part 1 | 00:03:00 | ||
| Installing PostgreSQL Database Server Part 2 | 00:09:00 | ||
| Section 03: Writing the Django Server-Side Code | |||
| Adding the settings.py Code | 00:07:00 | ||
| Creating a Django Model | 00:10:00 | ||
| Adding the admin.py Code | 00:21:00 | ||
| Section 04: Writing the Application Front-end Code | |||
| Creating Template Files | 00:10:00 | ||
| Creating Django Views | 00:10:00 | ||
| Creating URL Patterns for the REST API | 00:09:00 | ||
| Adding the index.html code | 00:04:00 | ||
| Adding the layout.html code | 00:19:00 | ||
| Creating our First Map | 00:10:00 | ||
| Adding Markers | 00:16:00 | ||
| Section 05: Machine Learning | |||
| Installing Jupyter Notebook | 00:07:00 | ||
| Data Pre-processing | 00:31:00 | ||
| Model Selection | 00:20:00 | ||
| Model Evaluation and Building a Prediction Dataset | 00:11:00 | ||
| Section 06: Automating the Machine Learning Pipeline | |||
| Creating a Django Model | 00:04:00 | ||
| Embedding the Machine Learning Pipeline in the Application | 00:42:00 | ||
| Creating a URL Endpoint for our Prediction Dataset | 00:06:00 | ||
| Section 07: Leaflet Programming | |||
| Creating Multiple Basemaps | 00:09:00 | ||
| Creating the Marker Layer Group | 00:10:00 | ||
| Creating the Point Layer Group | 00:12:00 | ||
| Creating the Predicted Point Layer Group | 00:07:00 | ||
| Creating the Predicted High Risk Point Layer Group | 00:12:00 | ||
| Creating the Legend | 00:09:00 | ||
| Creating the Prediction Score Legend | 00:15:00 | ||
| Section 08: Project Source Code | |||
| Resource | 00:00:00 | ||
| Order Your Certificate | |||
| Order Your Certificate | 00:00:00 | ||



All Courses for £49

