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| Section 01: Introduction | |||
| Introduction | |||
| Section 02: Setup and Installations | |||
| Python Installation | |||
| Creating a Python Virtual Environment | |||
| Installing Django | |||
| Installing Visual Studio Code IDE | |||
| Installing PostgreSQL Database Server Part 1 | |||
| Installing PostgreSQL Database Server Part 2 | |||
| Section 03: Writing the Django Server-Side Code | |||
| Adding the settings.py Code | |||
| Creating a Django Model | |||
| Adding the admin.py Code | |||
| Section 04: Writing the Application Front-end Code | |||
| Creating Template Files | |||
| Creating Django Views | |||
| Creating URL Patterns for the REST API | |||
| Adding the index.html code | |||
| Adding the layout.html code | |||
| Creating our First Map | |||
| Adding Markers | |||
| Section 05: Machine Learning | |||
| Installing Jupyter Notebook | |||
| Data Pre-processing | |||
| Model Selection | |||
| Model Evaluation and Building a Prediction Dataset | |||
| Section 06: Automating the Machine Learning Pipeline | |||
| Creating a Django Model | |||
| Embedding the Machine Learning Pipeline in the Application | |||
| Creating a URL Endpoint for our Prediction Dataset | |||
| Section 07: Leaflet Programming | |||
| Creating Multiple Basemaps | |||
| Creating the Marker Layer Group | |||
| Creating the Point Layer Group | |||
| Creating the Predicted Point Layer Group | |||
| Creating the Predicted High Risk Point Layer Group | |||
| Creating the Legend | |||
| Creating the Prediction Score Legend | |||
| Section 08: Project Source Code | |||
| Resource | |||