Spatial Data Visualization and Machine Learning in Python

Building an Analytics Dashboard to Analyze and Predict Quakes using Bokeh and Python

Created by : Rated :4.3 564 views

Last Updated: 2022-11-25 08:11:42 English Course Type: Self Learning

Data Visualization
Data Analysis
Data Transformation and Manipulation
Python and Bokeh
Geospatial Machine Learning
Geo Mapping
Python Programming
Creating Dashboards

Welcome to the 'Spatial Data Visualization and Machine Learning in Python' course. In this course we will be building a spatial data analytics dashboard using bokeh and python. Bokeh is a very powerful data visualization library that is used for building a wide range of interactive plots and dashboards using the python programming language. It also converts python code into html and JavaScript code, which allows plots to be hosted on servers and displayed in web browsers. We be building a predictive model that we will use to do a further analysis, on our data and plot it's forecast results alongside the dataset that we will be focusing on. We will be visualizing our data in a variety of bokeh charts, which we will explore in depth. Once we understand each plot in depth, we will be equipped with the knowledge to build a dashboard that we will use to analyze our data. And once we have built our dashboard, we will then create a lightweight server that we will use to serve our dashboard and make it accessible via a URL. You will learn how to visualize spatial data in maps and charts You will learn data analysis using jupyter notebook You will learn how to manipulate, clean and transform data You will learn how to use the Bokeh library You will learn machine learning with geospatial data You will learn basic geo mapping You will learn how to create dashboards

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

Python Developers at any level
GIS Developers at any level
Developers at any level
Machine Learning engineers at any level
The curious mind

Section 1 : Introduction 1 Lectures 00:00:00
Lecture 1 :
Introduction Preview
Section 2 : Setup and Installation 2 Lectures 00:03:16
Lecture 1 :
Python Installation
Lecture 2 :
Installing Bokeh
Section 3 : Data Preparation 1 Lectures 00:00:00
Lecture 1 :
Data Preparation
Section 4 : Data Visualization 6 Lectures 00:00:02
Lecture 1 :
Creating a Bar Chart
Lecture 2 :
Creating a Line Chart
Lecture 3 :
Creating a Doughnut Chart
Lecture 4 :
Creating a Magnitude Plot
Lecture 5 :
Creating a Geo Map Plot
Lecture 6 :
Creating a Grid Plot
Section 5 : Machine Learning 3 Lectures 00:00:01
Lecture 1 :
Data Pre-processing
Lecture 2 :
Building a Predictive Model
Lecture 3 :
Building a Prediction Dataset
Section 6 : Building the Dashboard 4 Lectures 00:00:00
Lecture 1 :
Adding predicted data to our plots - Part 1
Lecture 2 :
Adding predicted data to our plots - Part 2
Lecture 3 :
Adding predicted data to our plots - Part 3
Lecture 4 :
Adding the Grid Plot
Section 7 : Creating the Dashboard Server 3 Lectures 00:01:02
Lecture 1 :
Installing Visual Studio Code
Lecture 2 :
Creating the Project and Virtual Environment
Lecture 3 :
Building and Running the Server
Section 8 : Project Source Code 1 Lectures
Lecture 1 :
Source Code and Notebook

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?