This week we talk about linked data, how to get started with it, and how it is currently being used. Donny's Linked Data GitHub Repo and Course - https://github.com/polyneme/intro-linkeddata-mongo-python YouTube PlayList - https://youtube.com/playlist?list=PL9QvE4W_ly6NzUSUIpsGJOtFM-aot5H2q ---------------------------------------- Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed ---------------------------------------- Donny Winston I help researchers do data-intensive science together. Twitter: https://twitter.com/donnywinston @donnywinston Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/ Ben Cook I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it. Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/ Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

This week we talk about computer vision annotation platforms in general and Label studio in particular! Label studio: https://labelstud.io/ Webinar Replay on Instnace Segmentation - https://youtu.be/ULeWxgVH4SY ---------------------------------------- Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed ---------------------------------------- Donny Winston I help researchers do data-intensive science together. Twitter: https://twitter.com/donnywinston @donnywinston Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/ Ben Cook I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it. Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/ Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

This week we're talking about Python Package management with Poetry along with general data versioning and software stack management tips, tricks, and complaints.   Ben started us off with an article he wrote introducing Poetry - https://sparrow.dev/python-poetry-machine-learning/   ----------------------------------------   Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed   ----------------------------------------   Donny Winston   I help researchers do data-intensive science together. Twitter: https://twitter.com/donnywinston @donnywinston Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/   Ben Cook I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it.   Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/   Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS.   Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

Today we talk about Data Versioning. Why you should do it, what to do about humans in the loop, and how to minimize mistakes.    Tools mentioned:   DVC - https://dvc.org/ Quilt Data Versioning - https://quiltdata.com/ Apache Airflow - https://airflow.apache.org/ Apache Superset - https://superset.apache.org/ OpenProject - https://www.openproject.org/   ----------------------------------------   Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed   ----------------------------------------   Donny Winston   I help researchers do data-intensive science together. Twitter: https://twitter.com/donnywinston @donnywinston Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/   Ben Cook I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it.   Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/   Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS.   Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

This week we discuss Pangeo, how they structured their project from infrastructure to data science, and how that can inform other projects. Read more about Pangeo: https://medium.com/pangeo/pangeo-2-0-2bedf099582d And see the showcase: https://pangeo.io/pangeo-showcase.html#pangeo-showcase ----------------------------------------   Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed   ----------------------------------------   Donny Winston   I help researchers do data-intensive science together. Twitter: https://twitter.com/donnywinston @donnywinston Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/   Ben Cook I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it.   Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/   Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS.   Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

We're talking with Greg this week about the peopling around data science. He brings up tons of excellent points.    You can find out more about Greg on Twitter: https://twitter.com/gvwilson    https://github.com/gvwilson/12-design https://merely-useful.tech/py-rse/ https://www.amazon.com/Fearless-Change-Patterns-Introducing-paperback/dp/0134395255 https://www.amazon.com/dp/B0051HSJBE/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1 https://www.amazon.com/Discussion-Book-Great-People-Talking/dp/1119049717 https://producingoss.com/ https://codebender.org/   ----------------------------------------   Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed   ----------------------------------------   Donny Winston   I help researchers do data-intensive science together. Twitter: https://twitter.com/donnywinston @donnywinston Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/   Ben Cook I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it.   Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/   Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS.   Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

Co-Host Ben Cooks discusses his work around deploying Machine Learning models, and how you can make sure you are set up for success before you ever start writing code. https://sparrow.dev/source-code-layout-ai-pipelines/ ----------------------------------------   Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed   ----------------------------------------   Donny Winston   I help researchers do data-intensive science together. Twitter: https://twitter.com/donnywinston @donnywinston Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/   Ben Cook I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it.   Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/   Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS.   BioDeploy: https://github.com/dabble-of-devops-biodeploy Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

This week we talk to cohost Jillian Rowe, an independent consultant for Bioinformatics. She is currently developing BioDeploy, a science-first approach to deploy High-Performance Compute Infrastructure on AWS.  You can follow along with the development on her blog at https://www.dabbleofdevops.com/blog, or on GitHub at https://github.com/dabble-of-devops-biodeploy. ----------------------------------------   Follow the podcast on Twitter: @dsdeployed https://twitter.com/dsdeployed   ----------------------------------------   Donny Winston   I help researchers do data-intensive science together.   Email: [email protected] Website: https://polyneme.xyz/ LinkedIn: https://www.linkedin.com/in/donnywinston/   Ben Cook   I help data science teams deploy their algorithms because a machine learning model is only as good as the system that delivers it.   Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn: https://www.linkedin.com/in/jbencook/ Email: [email protected] Website: https://sparrow.dev/   Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: [email protected]  Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

Donny talks about the Materials Project.   You can find out more here https://docs.materialsproject.org/methodology/elasticity-prediction/ https://raw.githubusercontent.com/materialsproject/propjockey/master/docs/gateways2016-talk-slides.pdf     Contact the Hosts for Consulting:   Jillian [email protected]  https://www.dabbleofdevops.com Twitter: @jillianerowe https://twitter.com/jillianerowe LinkedIn   Ben Cook Twitter: ​​@jbencook https://twitter.com/jbencook LinkedIn Email: [email protected]   Donny Winston [email protected]  Website  LinkedIn  Website