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Spatial Data Visualization and Machine Learning in Python

person icon Edwin Bomela

4.3

Spatial Data Visualization and Machine Learning in Python

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

updated on icon Updated on Sep, 2024

language icon Language - English

person icon Edwin Bomela

English [CC]

category icon Development ,Data Science,Python

Lectures -21

Resources -4

Duration -4.5 hours

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Course Description

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 rangeof interactive plots and dashboards using the python programming language.It also converts python code into html and JavaScript code, which allows plots to behosted on servers and displayed in web browsers.

We  be building a predictive model that we will use to do a further analysis, on our dataand 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 dashboardthat 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 toserve 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

Who this course is for:

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

Goals

  • Data Visualization

  • Data Analysis

  • Data Transformation and Manipulation

  • Python and Bokeh

  • Geospatial Machine Learning

  • Geo Mapping

  • Python Programming

  • Creating Dashboards

Prerequisites

  • 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


Spatial Data Visualization and Machine Learning in Python

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
1 Lectures
  • play icon Introduction 13:58 13:58
Setup and Installations
2 Lectures
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Data Preparation
1 Lectures
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Data Visualization
6 Lectures
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Machine Learning
3 Lectures
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Building the Dashboard
4 Lectures
Tutorialspoint
Creating the Dashboard Server
3 Lectures
Tutorialspoint
Project Source Code
1 Lectures
Tutorialspoint

Instructor Details

Edwin Bomela

Edwin Bomela

Big Data Engineering and Consulting, involved in multiple projects ranging from Business Intelligence, Software Engineering, IoT and Big data analytics. Expertise are in building data processing pipelines in the Hadoop and Cloud ecosystems and software development.

Currently consulting at one of the top business intelligence consultancies helping clients build data warehouses, data lakes, cloud data processing pipelines and machine learning pipelines. The technologies he uses to accomplish client requirements range from Hadoop, Amazon S3, Python, Django, Apache Spark, MSBI, Microsoft Azure, SQL Server Data Tools, Talend and Elastic MapReduce.

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