Machine Learning for Predictive Maps in Python and Leaflet
Learn how to build full stack web-GIS apps, predictive models, integrate postgreSQL with Django and visualise data on maps
Lesson 1: Python Installation
Lesson 2: Creating a Python Virtual Environment
FREE PREVIEWLesson 3: Installing Django
Lesson 4: Installing Visual Studio Code IDE
Lesson 5: Installing PostgreSQL Database Server Part 1
Lesson 6: Installing PostgreSQL Database Server Part 2
Lesson 7: Adding the settings.py Code
Lesson 8: Creating a Django Model
Lesson 9: Adding the admin.py Code
Lesson 10: Creating Template Files
Lesson 11: Creating Django Views
Lesson 12: Creating URL Patterns for the REST API
Lesson 13: Adding the index.html code
Lesson 14: Adding the layout.html code
Lesson 15: Creating our First Map
Lesson 16: Adding Markers
Lesson 17: Installing Jupyter Notebook
Lesson 18: Data Pre-processing
FREE PREVIEWLesson 19: Model Selection
Lesson 20: Model Evaluation and Building a Prediction Dataset
Lesson 21: Creating a Django Model
Lesson 22: Embedding the Machine Learning Pipeline in the Application
Lesson 23: Creating a URL Endpoint for our Prediction Dataset
Lesson 24: Creating Multiple Basemaps
Lesson 25: Creating the Marker Layer Group
Lesson 26: Creating the Point Layer Group
Lesson 27: Creating the Predicted Point Layer Group
Lesson 28: Creating the Predicted High Risk Point Layer Group
Lesson 29: Creating the Legend
Lesson 30: Creating the Prediction Score Legend
Source code and Notebook
€40,00
Regular price
You will learn how to build a full stack web gis application
You will learn how to build predictive models
You will learn how to build a prediction engine that's embedded in the application
You will learn how to build and automate a machine learning pipeline
You will learn how to use multiple bases-maps and layers
You will learn programming in leaflet.js
You will learn how to create REST API endpoints and call them with Ajax and JQUERY
You will learn how to use the Django template engine to pass data from the backend to the frontend of the application
You will learn how to integrate a postgresql database with Django
You will also learn how to visualise data on a map
Under/post graduate students
Professionals and Companies
Master students and PhD candidates
Researchers and Academics