ArcGIS Pro: Your Spatial Data Science Workstation · Data Engineering. Visualization &...

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

Data Engineering Notebook