MLOPS: Monitor, ML Models in Production - Hauke Brammer

Опубликовано: 24 Октябрь 2024
на канале: Magnimind Academy

7,614

MLOPS: Monitor, ML Models in Production - Hauke Brammer

We have built a training pipeline and deployed our first machine learning model into production. But our data science project is far from over. Even a production model faces many challenges. Unlike "traditional" software, the quality of a machine learning system deteriorates over time. A model that is deployed in production and not retrained will degrade. It will never work as well as it did on day one. Therefore, we need to monitor it and decide when to build and release a new version.

You’ll leave this talk with an understanding of how we monitor machine learning models in production. We will talk about fast deployment cycles, DevOps and deciding if our model still delivers business value. You'll learn about failure modes of ml models and how we can detect them. Also, we will explore the use of A/B-testing for machine learning and little deployment strategies that can prevent big disasters when you retrain your model.

SUBSCRIBE: https://bit.ly/SubscribeMagnimind

Magnimind Academy TV Presents - August 2022

About Magnimind Academy
--------------------------------------------
Magnimind helps people to experience a career change or improve developer skills with its enthusiastic team and 10+ years of experienced lecturers. We organize regular courses, weekly boot camps and daily meet-ups to transfer the knowledge.

We select promising applicants from our wide range of admissions and try to help them as much as possible not only in the education process but also after finishing the program to find the best jobs with that knowledge.

As Magnimind team, we believe the power of integrity with the information age. In that way, we are trying to become a source code for people to excel in their endeavors.

Magnimind's Mission:

We create opportunities for people to comply with the technology and help them to improve that technology for the good of the World. Our main motivation is to serve for the good and educate people in the direction of leading innovation. We provide chances for people to adjust what is new or create new things with knowledge. In that way, we are helping our participants to build their future, rewire their mindset and provide a chance to change the way they live. Our enthusiastic team believes in the power of change and innovation.

Magnimind's Vision:

We are serving with the purpose of creating a different World that is wiser, and open to innovation. We believe the World will be a better place with the help of science and belief of human beings that they can achieve everything with the intention of serving for the good.

We serve the lovers of Data Science - Machine Learning - Deep Learning - Artificial Intelligence - Python - Natural Language Processing - Data Analysis.

Follow Magnimind Academy
---------------------------------------------
https://magnimindacademy.com/
  / magnimind-academy
  / magniminda
  / magnimindacademy
  / evelyn.millerus
https://www.flickr.com/photos/1701650...
  / magnimindacademy
  / magniminda
  / magniminda
https://www.quora.com/profile/Magnimi...
  / magnimind
   / @magnimindacademy