arcgis pro: your spatial data science workstation · data engineering. visualization &...
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Lauren BennettAlberto NietoShaun Walbridge
ArcGIS Pro: Your Spatial Data Science Workstation
Data Engineering
Visualization & Exploration
Spatial Analysis
Machine Learning & AI
Modeling& Scripting
Big Data Analytics
Sharing & Collaboration
Spatial Data Science is…
ArcGIS Pro is a powerful spatial data science workstation
Transform your data with geography
Data Engineering
Make sense of your data
Visualization and Exploration
Spatial problem solving
Spatial Analysis
Data Engineering
Visualization & Exploration
Spatial Analysis
Machine Learning & AI
Modeling& Scripting
Big Data Analytics
Sharing & Collaboration
Spatial Data Science is…
Data Engineering
Visualization & Exploration
Modeling& Scripting
Sharing & Collaboration
Spatial Data Science is…
Spatial Analysis
Focus on the problem
Spatial problem solving
Spatial Analysis
Label Objects for Deep Learning
Export Training Data for Deep Learning
TrainDeep Learning Model
Detect Objects Using Deep Learning
Export Training Data for Deep Learning
TrainDeep Learning Model
Detect Objects Using Deep Learning
Label Objects for Deep Learning
Export Training Data for Deep Learning
TrainDeep Learning Model
Label Objects for Deep Learning
Detect Objects Using Deep Learning
TrainDeep Learning Model
Detect Objects Using Deep Learning
Label Objects for Deep Learning
Export Training Data for Deep Learning
Export Training Data for Deep Learning
TrainDeep Learning Model
Detect Objects Using Deep Learning
Label Objects for Deep Learning
Export Training Data for Deep Learning
Detect Objects Using Deep Learning
Label Objects for Deep Learning
TrainDeep Learning Model
Export Training Data for Deep Learning
TrainDeep Learning Model
Detect Objects Using Deep Learning
Label Objects for Deep Learning
Export Training Data for Deep Learning
TrainDeep Learning Model
Label Objects for Deep Learning
Detect Objects Using Deep Learning
Automate and extend functionality
Modeling and Scripting
From Python to Spatial Data Science Workstation
ArcPyPython Window
arcpy.daBackgroundGeoprocessing
Python 3 in ProPython raster functions
Python API for ArcGISCondaSciPy Stack
Jupyter NotebooksEnvironments in Pro
Notebooks Deep Learning
760855
9261,022
1,200
1,599
2010 2012 2014 2016 2018 2020
Foundational: ArcPy, Pro, REST API
Growth: Deep Learning, Python API, Conda, R
Geoprocessing tools per release year
Modeling and Scripting
• A comprehensive environment for automating, modeling and scripting your workflows and code
• Pro components to help you:- Notebooks- ModelBuilder- Python and R script tools- ArcPy and the ArcGIS API for Python- Pro Python distribution, 120+ modules from pandas to
matplotlib
Modeling and Scripting
• Once you’ve built a tool or notebook, you can deploy it:- To a colleague’s machine- As a web tool, creating a service hosted in your enterprise or ArcGIS Online- Near term: As a notebook to be run in hosted notebooks or ArcGIS Online*
• Start with what’s available to you directly, in simple scripts and notebooks. Build up to more sophisticated models and tools to be kind to future you, and share your work with others
* Available by UC 2020
Conda
PackagePython Module
Python Tool
Python Notebook
Python Script
Model Builder
The power of working together
Sharing and Collaboration
http://esriurl.com/SpatialDataScienceMOOChttps://learn.arcgis.com/en/http://esriurl.com/spatialstats
