Data Science Deployed

@dsdeployed

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The podcast where we tackle the big questions around deploying data science projects like: How do I go from my laptop to production? What happens when my dataset doesn’t fit on my laptop? How do we (as infrastructure people) support going from research -＞ production workflows Reproducibility - how to achieve it? Data Integrity - where was the data touched/cleaned/munged, how do we track lifecycles of data, versioning, etc.

11/24/2021

Episode #9 - Linked Data with Donny Winston

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-pythonYouTube PlayList - https://youtube.com/playlist?list=PL9QvE4W_ly6NzUSUIpsGJOtFM-aot5H2q ---------------------------------------- Follow the podcast on Twitter: @dsdeployedhttps://twitter.com/dsdeployed ---------------------------------------- Donny Winston I help researchers do data-intensive science together.Twitter: https://twitter.com/donnywinston @donnywinstonEmail: donny@polyneme.xyzWebsite: https://polyneme.xyz/LinkedIn: https://www.linkedin.com/in/donnywinston/ Ben CookI 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/jbencookLinkedIn: https://www.linkedin.com/in/jbencook/Email: ben@sparrow.devWebsite: https://sparrow.dev/ Jillian RoweI help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.comTwitter: www.twitter.com/jillianeroweLinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

56 min
11/17/2021

Episode #8 Computer Vision Annotation with Label Studio

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: @dsdeployedhttps://twitter.com/dsdeployed ---------------------------------------- Donny Winston I help researchers do data-intensive science together.Twitter: https://twitter.com/donnywinston @donnywinstonEmail: donny@polyneme.xyzWebsite: https://polyneme.xyz/LinkedIn: https://www.linkedin.com/in/donnywinston/ Ben CookI 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/jbencookLinkedIn: https://www.linkedin.com/in/jbencook/Email: ben@sparrow.devWebsite: https://sparrow.dev/ Jillian RoweI help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.comTwitter: www.twitter.com/jillianeroweLinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

43 min
11/03/2021

Episode #7 - Python Package Management with Poetry

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: donny@polyneme.xyz 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: ben@sparrow.dev Website: https://sparrow.dev/ Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

46 min
10/20/2021

Data Versioning for Data Science

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: donny@polyneme.xyz 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: ben@sparrow.dev Website: https://sparrow.dev/ Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

51 min
09/29/2021

Episode#5 - Building Data Science Stacks like Pangeo

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: donny@polyneme.xyz 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: ben@sparrow.dev Website: https://sparrow.dev/ Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

44 min
09/22/2021

Episode #4 with Greg Wilson - Building Better Data Science Communities

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: donny@polyneme.xyz 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: ben@sparrow.dev Website: https://sparrow.dev/ Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

1h 7m
09/14/2021

Data Science Deployed - Episode 3 - Ben Cook

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: donny@polyneme.xyz 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: ben@sparrow.dev 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: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

48 min
09/08/2021

Episode 2 - Meet the Hosts - Bioinformatics and BioDeploy with Jillian Rowe

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: donny@polyneme.xyz 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: ben@sparrow.dev Website: https://sparrow.dev/ Jillian Rowe I help biotech startups deploy scalable high performance compute infrastructure on AWS. Email: jillian@dabbleofdevops.com Website: https://www.dabbleofdevops.com Twitter: www.twitter.com/jillianerowe LinkedIn: https://www.linkedin.com/in/jillian-rowe-9410437a/

49 min
09/08/2021

Episode #1 - Meet the Hosts - Materials Project with Donny Winston

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 jillian@dabbleofdevops.com https://www.dabbleofdevops.com Twitter: @jillianerowe https://twitter.com/jillianerowe LinkedIn Ben Cook Twitter: @jbencook https://twitter.com/jbencook LinkedIn Email: ben@sparrow.dev Donny Winston donny@polyneme.xyz Website LinkedIn Website

51 min

9 Episodes

Creator

@dsdeployed
Years Active

2K
Episodes

9
Rating

Clean
Show Website

Data Science Deployed

Data Science Deployed

Episodes

Episode #9 - Linked Data with Donny Winston

Episode #8 Computer Vision Annotation with Label Studio

Episode #7 - Python Package Management with Poetry

Data Versioning for Data Science

Episode#5 - Building Data Science Stacks like Pangeo

Episode #4 with Greg Wilson - Building Better Data Science Communities

Data Science Deployed - Episode 3 - Ben Cook

Episode 2 - Meet the Hosts - Bioinformatics and BioDeploy with Jillian Rowe

Episode #1 - Meet the Hosts - Materials Project with Donny Winston

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