Machine Learning for Predictive Maps in Python and Leaflet

AulaGEO Academy

Training

Online

up to £ 100

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Description

  • Type

    Training

  • Methodology

    Online

  • Class hours

    6h

  • Start date

    Different dates available

"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 experiencewith 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"

Facilities

Location

Start date

Online

Start date

Different dates availableEnrolment now open

About this course

"Web MappingData Transformation and ManipulationPython and GeoDjangoGeospatial Machine LearningData Mapping and VisualizationWeb GIS Programming"

"Python Developers at any levelGIS Developers at any levelDevelopers at any levelMachine Learning engineers at any levelThe curious mind"

"Basic Understanding of PythonLittle or no understanding of GISBasic understanding of Programming conceptsBasic understanding of DataBasic understanding of what Machine Learning is"

"-100% online -Access to the course for life -30 days warranty money back -Available from desktop or mobile app -Can begin and finish the course any time -Can repeat the course any times"

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Reviews

This centre's achievements

2020

All courses are up to date

The average rating is higher than 3.7

More than 50 reviews in the last 12 months

This centre has featured on Emagister for 3 years

Subjects

  • Server
  • map
  • Database
  • Database training
  • Web
  • Writing
  • Programming
  • GIS
  • Building
  • Python
  • Machine Learning
  • Data analysis
  • IT risk
  • Data science
  • Data Model
  • Data platform
  • Data entry
  • Datatypes
  • Forecasting

Course programme

"Introduction
Introduction
Setup and Installations
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
Writing the Django Server-Side Code
Adding the settings.py Code
Creating a Django Model
Adding the admin.py Code
Writing the Application Front-end 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
Machine Learning
Installing Jupyter Notebook
Data Pre-processing
Model Selection
Model Evaluation and Building a Prediction Dataset
Automating the Machine Learning Pipeline
Creating a Django Model
Embedding the Machine Learning Pipeline in the Application
Creating a URL Endpoint for our Prediction Dataset
Leaflet Programming
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"

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Machine Learning for Predictive Maps in Python and Leaflet

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