This plan includes
- Limited free courses access
- Play & Pause Course Videos
- Video Recorded Lectures
- Learn on Mobile/PC/Tablet
- Quizzes and Real Projects
- Lifetime Course Certificate
- Email & Chat Support
What you'll learn?
- Web Mapping
- Data Transformation and Manipulation
- Python and GeoDjango
- Geospatial Machine Learning
- Data Mapping and Visualization
- Web GIS Programming
Course Overview
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
Pre-requisites
- Basic Understanding of Python
- Little or no understanding of GIS
- Basic understanding of Programming concepts
- Basic understanding of Data
- Basic understanding of what Machine Learning is
Target Audience
- Python Developers at any level
- GIS Developers at any level
- Developers at any level
- Machine Learning engineers at any level
- The curious mind
Curriculum 32 Lectures 03:44:45
-
Section 1 : Introduction
-
Section 2 : Setup and Installations
- Lecture 1 :
- Python Installation
- Lecture 2 :
- Creating a Python Virtual Environment
- Lecture 3 :
- Installing Django
- Lecture 4 :
- Installing Visual Studio Code IDE
- Lecture 5 :
- Installing PostgreSQL Database Server Part 1
- Lecture 6 :
- Installing PostgreSQL Database Server Part 2
-
Section 3 : Writing the Django Server-Side Code
- Lecture 1 :
- Adding the settings.py Code
- Lecture 2 :
- Creating a Django Model
- Lecture 3 :
- Adding the admin.py Code
-
Section 4 : Writing the Application Front-end Code
- Lecture 1 :
- Creating Template Files
- Lecture 2 :
- Creating Django Views
- Lecture 3 :
- Creating URL Patterns for the REST API
- Lecture 4 :
- Adding the index.html code
- Lecture 5 :
- Adding the layout.html code
- Lecture 6 :
- Creating our First Map
- Lecture 7 :
- Adding Markers
-
Section 5 : Machine Learning
- Lecture 1 :
- Data Pre-processing
- Lecture 2 :
- Installing Jupyter Notebook
- Lecture 3 :
- Model Selection
- Lecture 4 :
- Model Evaluation and Building a Prediction Dataset
-
Section 6 : Automating the Machine Learning Pipeline
- Lecture 1 :
- Embedding the Machine Learning Pipeline in the Application
- Lecture 2 :
- Creating a Django Model
- Lecture 3 :
- Creating a URL Endpoint for our Prediction Dataset
-
Section 7 : Leaflet Programming
- Lecture 1 :
- Creating Multiple Basemaps
- Lecture 2 :
- Creating the Marker Layer Group
- Lecture 3 :
- Creating the Point Layer Group
- Lecture 4 :
- Creating the Predicted Point Layer Group
- Lecture 5 :
- Creating the Predicted High Risk Point Layer Group
- Lecture 6 :
- Creating the Legend
- Lecture 7 :
- Creating the Prediction Score Legend
-
Section 8 : Project Source Code
- Lecture 1 :
- Source Code and Notebook
Our learners work at
Frequently Asked Questions
-
How do i access the course after purchase?
It's simple. When you sign up, you'll immediately have unlimited viewing of thousands of expert courses, paths to guide your learning, tools to measure your skills and hands-on resources like exercise files. There’s no limit on what you can learn and you can cancel at any time. -
Are these video based online self-learning courses?
Yes. All of the courses comes with online video based lectures created by certified instructors. Instructors have crafted these courses with a blend of high quality interactive videos, lectures, quizzes & real world projects to give you an indepth knowledge about the topic. -
Can i play & pause the course as per my convenience?
Yes absolutely & thats one of the advantage of self-paced courses. You can anytime pause or resume the course & come back & forth from one lecture to another lecture, play the videos mulitple times & so on. -
How do i contact the instructor for any doubts or questions?
Most of these courses have general questions & answers already covered within the course lectures. However, if you need any further help from the instructor, you can use the inbuilt Chat with Instructor option to send a message to an instructor & they will reply you within 24 hours. You can ask as many questions as you want. -
Do i need a pc to access the course or can i do it on mobile & tablet as well?
Brilliant question? Isn't it? You can access the courses on any device like PC, Mobile, Tablet & even on a smart tv. For mobile & a tablet you can download the Learnfly android or an iOS app. If mobile app is not available in your country, you can access the course directly by visting our website, its fully mobile friendly. -
Do i get any certificate for the courses?
Yes. Once you complete any course on our platform along with provided assessments by the instructor, you will be eligble to get certificate of course completion. -
For how long can i access my course on the platform?
You require an active subscription to access courses on our platform. If your subscription is active, you can access any course on our platform with no restrictions. -
Is there any free trial?
Currently, we do not offer any free trial. -
Can i cancel anytime?
Yes, you can cancel your subscription at any time. Your subscription will auto-renew until you cancel, but why would you want to?