4.65
43 reviews
Machine Learning for Predictive Maps in Python and Leaflet
Using the power of machine learning to build predictive map applications
- Description
- Curriculum
- FAQ
- Reviews
Welcome to the Machine Learning for Predictive Maps in Python and Leaflet course.
In this course we will be building a earthquake forecasting map application,
by using a variety of independent tools and then integrate them to produce a full stack web gis application.
We will be writing code in multiple programming languages, which gives us experience
with different stacks of an application and different tools.
We will be covering various topics ranging from web gis, python programming, data analysis,
machine learning and geo data visualization. All of our development will be done on windows 10.
- 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 basesmaps 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 back-end to the front-end of the application
- You will learn how to integrate a PostgreSQL database with Django
- You will also learn how to visualize data on a map
Setup and Installations
Writing the Django Server-Side Code
Writing the Application Front-end Code
Machine Learning
Automating the Machine Learning Pipeline
Leaflet Programming
Project Source Code
-
25Creating Multiple BasemapsVideo lesson
-
26Creating the Marker Layer GroupVideo lesson
-
27Creating the Point Layer GroupVideo lesson
-
28Creating the Predicted Point Layer GroupVideo lesson
-
29Creating the Predicted High Risk Point Layer GroupVideo lesson
-
30Creating the LegendVideo lesson
-
31Creating the Prediction Score LegendVideo lesson
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
Share
Course details
Video
6 hours
Lectures
1
Certificate of Completion
Full lifetime access
Access on mobile and TV
Popular courses
External Links May Contain Affiliate Links read more