Sign up to save your podcasts
Or
Share MLOps Meetup #19 // DataOps and Data Versioning in ML // Dmitry Petrov
Share to email
Share to Facebook
Share to X
Share to email
Share to Facebook
Share to X
Or
MLOps Meetup #19 // DataOps and Data Versioning in ML // Dmitry Petrov
DataOps and Data version Control
MLOps.community meetup #19 with the Founder and creator of DVC.org Dmitry Petrov.
Data versioning and data management are core components of MLOps and any end-to-end AI platform. What challenges are related to data versioning and how to overcome these? What are the benefits of using Git and data codification as a foundation of data versioning? And how open data versioning tools can enable an open MLOps ecosystem instead of closed end-to-end ML platforms.
DVC and other tools:
Basic modeling scenarios Automation of modeling Model deployments: to server or docker.
DVC as a model registry.
CI/CD for ML
Dmitry is a creator of open-source tool Data Version Control - DVC.org - or Git for data. He is a former data scientist at Microsoft with Ph.D. in Computer Science. Now Dmitry is working on tools for machine learning and data versioning as a Co-Founder and CEO of Iterative.AI in San Francisco, CA.
Join our slack community: https://join.slack.com/t/mlops-community/shared_invite/zt-391hcpnl-aSwNf_X5RyYSh40MiRe9Lw
Follow us on twitter:@mlopscommunity
Sign up for the next meetup: https://zoom.us/webinar/register/WN_a_nuYR1xT86TGIB2wp9B1g
Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
Connect with Dmitry on LinkedIn: https://www.linkedin.com/in/dmitryleopetrov/
View all episodes
By Demetrios
4.9
2020 ratings
DataOps and Data version Control
MLOps.community meetup #19 with the Founder and creator of DVC.org Dmitry Petrov.
Data versioning and data management are core components of MLOps and any end-to-end AI platform. What challenges are related to data versioning and how to overcome these? What are the benefits of using Git and data codification as a foundation of data versioning? And how open data versioning tools can enable an open MLOps ecosystem instead of closed end-to-end ML platforms.
DVC and other tools:
Basic modeling scenarios Automation of modeling Model deployments: to server or docker.
DVC as a model registry.
CI/CD for ML
Dmitry is a creator of open-source tool Data Version Control - DVC.org - or Git for data. He is a former data scientist at Microsoft with Ph.D. in Computer Science. Now Dmitry is working on tools for machine learning and data versioning as a Co-Founder and CEO of Iterative.AI in San Francisco, CA.
Join our slack community: https://join.slack.com/t/mlops-community/shared_invite/zt-391hcpnl-aSwNf_X5RyYSh40MiRe9Lw
Follow us on twitter:@mlopscommunity
Sign up for the next meetup: https://zoom.us/webinar/register/WN_a_nuYR1xT86TGIB2wp9B1g
Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
Connect with Dmitry on LinkedIn: https://www.linkedin.com/in/dmitryleopetrov/
More shows like MLOps.community
View all
Software Engineering Radio - the podcast for professional software developers
272 Listeners
Data Skeptic
481 Listeners
Software Engineering Daily
623 Listeners
The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
446 Listeners
Super Data Science: ML & AI Podcast with Jon Krohn
297 Listeners
NVIDIA AI Podcast
323 Listeners
Data Engineering Podcast
142 Listeners
DataFramed
267 Listeners
Practical AI
190 Listeners
The Stack Overflow Podcast
63 Listeners
Machine Learning Street Talk (MLST)
86 Listeners
No Priors: Artificial Intelligence | Technology | Startups
123 Listeners
Latent Space: The AI Engineer Podcast
75 Listeners
AI + a16z
31 Listeners
The Pragmatic Engineer
52 Listeners