| 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 |