Скачать или смотреть What is MLOps?

Welcome to our first video on the MLOps series. In this series, we dive into the fascinating world of MLOps (Machine Learning Operations). In this video, we explore what MLOps is and how it plays a crucial role in the successful deployment and management of machine learning models. Click the subtitle (English-UK) to watch with the text.

Join us as we unravel the key components and best practices of MLOps, including model development, version control, continuous integration and deployment, monitoring, and more. Discover how MLOps bridges the gap between data science and operations, enabling organizations to streamline their machine learning workflows and drive real-world impact.

Whether you're a data scientist, engineer, or simply curious about the intersection of machine learning and operations, this video is for you. Gain valuable insights, learn practical tips, and stay at the forefront of the MLOps revolution.

Videos in our MLOps Series:
What is MLOps?    • What is MLOps?  
Challenges of MLOps    • Challenges of Machine Learning in Producti...  
Values and Principles of MLOps    • MLOps Values and Principles  
Why do We Need MLOps?    • Why do we need MLOps? | Benefits of MLOps ...  
When do We Need MLOps?    • When do we need MLOps? | Signs You Need MLOps  

References
Mark Treveil, Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan, Joachim Zentici, Adrien Lavoillotte, Makoto Miyazaki, Lynn Heidmann, 2020. Introducing MLOps. https://www.oreilly.com/library/view/...

David Sweenor, Steven Hillion, Dan Rope, Dev Kannabiran, Thomas Hill, Michael O'Connell, 2020. MLOps: Operationalising Data Science. https://www.oreilly.com/library/view/...

Noah Gift, Alfredo Deza, 2021. Practical MLOps. https://www.oreilly.com/library/view/...

Google. 2023. MLOps: Continuous delivery and automation pipelines in machine learning. https://cloud.google.com/architecture...

Larysa Visengeriyeva, Anja Kammer, Isabel Bär, Alexander Kniesz, Michael Plöd, 2023. Machine Learning Operations. https://ml-ops.org/


About Aiku
To learn more about MLOps and explore how Aiku can help you leverage its power, visit our website at https://aiku.tech . Unlock the potential of seamless and efficient machine learning operations with Aiku. Watch the video now and enhance your understanding of MLOps.

To learn more on Data Science, Artificial Intelligence, Machine Learning and CICD for ML, check out our blogposts here: https://aiku.tech/aiku-blog/

To learn more about our solutions, CICD for Machine Learning, click the link here: https://aiku.tech/continuous-integrat...

#MLOps #MachineLearning #machinelearninginproduction #Operations #DataScience #Innovation #Technology #AikuExperience #SoftwareConsulting #DataDriven #AIempowered #ContinuousGrowth #companyprofile #itcompany #itcompanygermany #customsoftware #customsoftwaredevelopment #customsoftwarecompanygermany #customsoftwaredeutschland #softwarecompany #softwareconsulting #artificialintelligence #ai #cidcid #cicdforml #datascience #data #largelanguagemodels #llms #llm #dataengineering #dataengineeringessentials #data #dataanalytics #webapp #webapplications #webapplicationdevelopment #datamining #custommachinelearning #businessprocessautomation #businessprocessanalyticss #agility #agile #agileframework #agileworkshop #aiku #aikutech #aikutechnologiesgmbh #germany #deutschland #gitlab #gitlabpartner #gitlabopenpartner #pharmaceutical #healtcare #pharmacompanies #datascienceforpharma