Machine Learning for Predictive Maps in Python and Leaflet

Machine Learning for Predictive Maps in Python and Leaflet

Course Overview Are you looking to gain a new in-demand skill from the comfort of your home? Well, look no …

Machine Learning for Predictive Maps in Python and Leaflet

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1 Year Access

Intermediate

3 Students

5 hours, 58 minutes

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Course Overview

Are you looking to gain a new in-demand skill from the comfort of your home? Well, look no further; you’ve come to the right place!

Our easy-to-follow Machine Learning for Predictive Maps in Python and Leaflet will provide you with all the deep knowledge and insight you need to know about this topic. This comprehensive course has been broken down into several manageable modules, which we believe will assist you to easily grasp each concept – from the fundamental to the more advanced aspects of the course.

Learn the most in-demand skills from the safety & comfort of your home. Enjoy the freedom to learn at your own comfortable pace and prepare yourself for the market of the future.

Learning Outcomes

Whether you are an aspiring professional or a complete beginner, this course will improve your expertise and boost your CV with key skills and an accredited certification attesting to your knowledge.

Entry Requirement

- This course is available to all learners of all academic backgrounds.
- Learners should be aged 16 or over to undertake the qualification.
- Some basic understanding of the English language and numeracy.

Certification

After you have successfully completed the course, you will be able to obtain an Accredited Certificate of Achievement. You can, however also obtain a Course Completion Certificate following the course completion without sitting for the test. Certificates can be obtained either in hardcopy at the cost of £29 or in PDF format at the cost of £19.

- PDF certificate’s turnaround time is 24 hours, and for the hardcopy certificate, it is 3-9 working days

Why choose us?

- - Affordable, engaging & high-quality e-learning study materials;
  - Tutorial videos/materials from the industry-leading experts;
  - Study in a user-friendly, advanced online learning platform;
  - Efficient exam systems for the assessment and instant result;
  - The UK & internationally recognised accredited qualification;
  - Access to course content on mobile, tablet or desktop from anywhere, anytime;
  - The benefit of career advancement opportunities;
  - 24/7 student support via email.

Career path

Develop Your Career Plan is a useful qualification to possess and would be beneficial for any related profession or industry.

Course Curriculum

Section 01: Introduction
	Introduction	00:10:00
Section 02: Setup And Installations
	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
	Installing PostgreSQL Database Server Part 1	00:03:00
	Installing PostgreSQL Database Server Part 2	00:08:00
Section 03: Writing The Django Server-Side Code
	Adding the settings.py Code	00:07:00
	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
	Creating Django Views	00:10:00
	Creating URL Patterns for the REST API	00:09:00
	Adding the index.html code	00:04:00
	Adding the layout.html code	00:19:00
	Creating our First Map	00:10:00
	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
	Model Evaluation and Building a Prediction Dataset	00:11:00
Section 06: Automating The Machine Learning Pipeline
	Creating a Django Model	00:04:00
	Embedding the Machine Learning Pipeline in the Application	00:42:00
	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
	Creating the Prediction Score Legend	00:15:00
Section 08: Project Source Code
	Resource	00:00:00

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Machine Learning for Predictive Maps in Python and Leaflet