Deep Learning in ArcGIS Pro Part 1 - Getting the Deep Learning Framework set up in Python

Summary:
Are you looking to get started with ArcGIS Pro and the Deep Learning toolbox? Here is a walkthrough of how to get started in Deep Learning, with some tips and tricks along the way.
Readings:
Please review this documentation before starting:
pro.arcgis.com...
pro.arcgis.com...
pro.arcgis.com...
pro.arcgis.com...
Videos:
Deep Learning in ArcGIS Pro Part 1 - Getting the Deep Learning Framework set up in Python
Deep Learning in ArcGIS Pro Part 2 - Assessing streaming Sentinel 2 API Data
Deep Learning in ArcGIS Pro Part 3 - Exporting and Saving Sentinel 2 Data
Deep Learning in ArcGIS Pro Part 4 - Creating a deep learning dataset and saving the labels
Deep Learning in ArcGIS Pro Part 5 - Running the deep learning model in ArcGIS Pro
Note: You must have the following to run this tutorial:
1. ArcGIS Pro version 2.5 or higher
2. Image Analyst Extension
Code I used (for copy and paste):
// Setup conda environment - run once
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\conda.exe" create --name deeplearning --clone arcgispro-py3
// Activate the environment
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\activate" deeplearning
// Install packages
conda install tensorflow-gpu=1.14.0
conda install keras-gpu=2.2.4
conda install scikit-image=0.15.0
conda install Pillow=6.1.0
conda install fastai=1.0.54
conda install pytorch=1.1.0
conda install libtiff=4.0.10 --no-deps
// Tell ArcGIS Pro to use this environment
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\proswap" deeplearning

[@azaleakamellia]

Thanks for this Kyle and you're absolutely right. Despite rigorous documentation, trying to really get down and dirty trying to set everything up is like trying to fly a plane with your driver's license!

[@alasdairsmith7116]

Really appreciate this - the install through the documentation didn't work for me so this was very useful :)

[@ibarn055]

Excellent! I greatly appreciate this tutorial!!

[@zephyrhamid7196]

i am havimg this problem at install packages stage>>>>>deeplearining is activated perfectly, but here i am having problem "'conda' is not recognized as an internal or external command,
operable program or batch file."

[@gizembaybas560]

Thanjs for the video. I have a question when I write conda info --envs to the command window, it says "'conda' is not recognized as an internal or external command,
operable program or batch file.". How can I install conda or what should I do?

[@nilkamalm1021]

Thank you very much Kyle.
I am working on ArcGIS Pro 2.8. So / Setup conda environment - run once
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\conda.exe" create --name deeplearning --clone arcgispro-py3
// Activate the environment
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\activate" deeplearning
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\proswap" deeplearning
These three commands are sufficient.

[@zephyrhamid7196]

which means 2.8 version dose not require the install pakages stage after activating deeplearning?

[@moustafamando388]

When I finished ArcPro tell me that"Broken environment, cannot be active"