Spatial Data Visualization and Machine Learning in Python
Training
Online
Description
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Type
Training
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Methodology
Online
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Class hours
5h
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Start date
Different dates available
"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 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"
Facilities
Location
Start date
Start date
About this course
"Data VisualizationData AnalysisData Transformation and ManipulationPython and BokehGeospatial Machine LearningGeo MappingPython ProgrammingCreating Dashboards"
"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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Subjects
- Server
- spatial
- Python
- model
- Building
- Spatial analysis
- Spatial Design
- Spatial Content
- Spatial Analyst
- Machine Learning
- Data science
- Data exploration
- Data platform
- Dataset
- Spatial visualization
- Mapping Training
- Mapping techniques
- GIS BIM
- GIS Data
- GIS software
Course programme
Introduction
Setup and Installations
Python Installation
Installing Bokeh
Data Preparation
Data Preparation
Data Visualization
Creating a Bar Chart
Creating a Line Chart
Creating a Doughnut Chart
Creating a Magnitude Plot
Creating a Geo Map Plot
Creating a Grid Plot
Machine Learning
Data Pre-processing
Building a Predictive Model
Building a Prediction Dataset
Building the Dashboard
Adding predicted data to our plots - Part 1
Adding predicted data to our plots - Part 2
Adding predicted data to our plots - Part 3
Adding the Grid Plot
Creating the Dashboard Server
Installing Visual Studio Code
Creating the Project and Virtual Environment
Building and Running the Server"
Spatial Data Visualization and Machine Learning in Python