BPB E Learning

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

Adding the settings.py Code

Creating a Django Model

Adding the admin.py 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

Installing Jupyter Notebook

Data Pre-processing

Model Selection

Model Evaluation and Building a Prediction Dataset

Creating a Django Model

Embedding the Machine Learning Pipeline in the Application

Creating a URL Endpoint for our Prediction Dataset

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

Source Code and Notebook