The GIS In Data Science
Guido Stein
Geospatial Data Alchemist
Applied Geographics, Inc.
NEAURISA DAY 2018
Hands up!!!
GIS Analyst
Developer
Statisticians
Data Scientist
Geographic
Information
System
First Class Data Type
1992
Oracle 7 adds SDO
2001
PostGIS adds spatial types to PostGRES
2008
SQL Server adds Spatial Data Types
2017
MongoDB adds GeoJSON
What does a GIS Analyst do?
- Data Collection
- Data Cleanup
- Data Analysis
What does a Data Scientist do?
- Data collection
- Data cleanup
- Data analysis
You are a Data Scientist!
Demystifying Data Science
- Definitions
- Tools
- Resources
Mysticism
Mysticism is popularly known as becoming one with God or the Absolute, but may refer to any kind of ecstasy or altered state of consciousness which is given a religious or spiritual meaning.
Science
Science
- Problem
- Idea
- Iterate
- Solution or Understanding
- Reproducible
Data
Structured Data
Semi-Structured Data
Unstructured Data
Big Data
Analysis
Data
Data
Data
Data
Data
Question
Understanding
Data
Data
Data
Data
Data
Synthesis
Analytics
Business Information (BI)
Data Science
"Data science is a multidisciplinary field that combines the latest innovations in advanced analytics, including machine learning and artificial intelligence, with high-performance computing and visualizations"
Chambers, Michele, et al. Breaking Data Science Open. O’Reilly Media, Inc., 2017.
ArcGIS API for Python
DEMO
[paid online course] Learning Data Science: the Basics
[book] Data Smart
[web site] Data science - O'Reilly
[free web site] freeCodeCamp Python Guide
[book] Python Data Science Handbook
[book] Data Science Essentials in Python
[paid online training] Python Data Science
[web site] Try Jupyter
[web site] Cartoframes Documentation
[notebook] Cartoframes Example Notebook
[web site] ArcGIS API for Python
The GIS in Data Science
By Guido Stein (AppGeo)
The GIS in Data Science
A presentation about data science from the prospective of a GIS guy
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