문의하기

In the newest episode of Technically Speaking, Chris Wright — Red Hat's Chief Technology Officer and SVP Global Engineering — chats with Kavitha Prasad —Intel's VP and GM Datacenter, AI and Cloud Execution and Strategy — about DevOps and MLOps, machine learning model drift and how machine learning is moving to the edge.

But let's begin at the beginning.

What is machine learning?

Machine learning (ML) is a subset of artificial intelligence (AI) which uses data and algorithms to "learn" and improve over time. Machine learning is increasingly important in our lives, forming the foundation of many services we use every day, including search engines, voice assistants and recommendation engines. If you've ever wondered exactly how some of these services seem so magical, it's probably because of machine learning.

What is machine learning model drift?

Machine learning is still a relatively new technology, however, and is far from perfect. One major issue machine learning algorithms face is "model drift" — the gradual degradation of predictive power due to normal and continual changes in the real world or digital environments. To maintain a model's accuracy and usefulness, model drift must be effectively detected and mitigated over time.

How MLOps can help

Machine learning operations (MLOps) is similar to developer operations (DevOps), but with a focus on deploying, maintaining and retraining machine learning models rather than code versioning and software.

MLOps, like DevOps, increases ML teams' agility by making it possible to quickly and frequently introduce small, incremental changes that help maintain the reliability of machine learning models. Importantly, MLOps also allows teams of IT professionals to deal with model deployment and maintenance, so data scientists can spend their time on model development.

Watch the latest episode of Technically Speaking

Wright and Prasad talk about all of this and more in the latest episode of Technically Speaking.


About the author

Deb Richardson is a Contributing Editor for the Red Hat Blog, writing and helping shape posts about Red Hat products, technologies, events and the like. Richardson has over 20 years' experience as an open source contributor, including a decade-long stint at Mozilla, where she launched and nurtured the initial Mozilla Developer Network (MDN) project, among other things.

Read full bio
Red Hat logoLinkedInYouTubeFacebookTwitter

제품

체험, 구매 & 영업

커뮤니케이션

Red Hat 소개

Red Hat은 Linux, 클라우드, 컨테이너, 쿠버네티스 등을 포함한 글로벌 엔터프라이즈 오픈소스 솔루션 공급업체입니다. Red Hat은 코어 데이터센터에서 네트워크 엣지에 이르기까지 다양한 플랫폼과 환경에서 기업의 업무 편의성을 높여 주는 강화된 기능의 솔루션을 제공합니다.

Red Hat Shares 뉴스레터를 구독하세요

지금 신청하기

언어 선택