MLOps

Continuous Delivery for Machine Learning Systems – DevOpsDays Warsaw

Date: November 19th – 8:10 AM EST Event: https://devopsdays.pl/ Session URL: https://devopsdays.pl/lecture2020/#id=63464 Description: Machine Learning workflow includes data management, experiment management (model training & development), model deployment, serving, and retraining. Training a model takes hours & some times days & … Read More

Continuous Delivery for Machine Learning Systems

Deploying Machine Learning Systems to Production safely and quickly in a sustainable way Most of the principles and practices of traditional software development can be applied to Machine Learning(ML), but certain unique ML specific challenges need to be handled differently. … Read More

Continuous Delivery for Machine Learning – nycdevops

Event: https://www.meetup.com/nycdevops/events/272914068/ Video Recording: Deck: Related Articles: Description: Continuous Delivery has been a key approach for deploying changes for Traditional Software to Production safely and quickly in a sustainable way. Machine Learning (ML) is fundamentally different than Traditional Software. Typical … Read More

Challenges Deploying Machine Learning Models to Production

MLOps: DevOps for Machine Learning Also published in towards data science One of the known truths of the Machine Learning(ML) world is that it takes a lot longer to deploy ML models to production than to develop it. According to the … Read More

Continuous Delivery for Machine Learning Systems – All Day DevOps

Date: November 12th – 12:30 PM EST Event: https://www.alldaydevops.com/ Session URL: https://www.alldaydevops.com/addo-speakers/adarsh-shah References mentioned in the presentation: continuousdelivery.com Dr. Deming’s 14 Points for Management Challenges Deploying Machine Learning Models to Production State of DevOps Report  martinfowler.com Large image datasets: A … Read More

Deploying Machine Learning Models to Production: Challenges & Solutions using MLOps

Session URL: https://www.allthetalks.org/schedule Video Recording: Deck: Description: For the most part Machine Learning is similar to traditional Software Development and most of the principles and practices that apply to Traditional Software Development also apply to Machine Learning. But there are … Read More