| Section 01: Introduction |
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Introduction |
|
00:10:00 |
| Section 02: Setup and Installations |
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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 |
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Installing PostgreSQL Database Server Part 1 |
|
00:03:00 |
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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 |
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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 |
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Creating Django Views |
|
00:10:00 |
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Creating URL Patterns for the REST API |
|
00:09:00 |
|
Adding the index.html code |
|
00:04:00 |
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Adding the layout.html code |
|
00:19:00 |
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Creating our First Map |
|
00:10:00 |
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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 |
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Model Evaluation and Building a Prediction Dataset |
|
00:11:00 |
| Section 06: Automating the Machine Learning Pipeline |
|
Creating a Django Model |
|
00:04:00 |
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Embedding the Machine Learning Pipeline in the Application |
|
00:42:00 |
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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 |
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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 |