Suscríbase al feed

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.


Sobre el autor

Deb Richardson joined Red Hat in 2021 and is a Senior Content Strategist, primarily working on the Red Hat Blog.

Read full bio
UI_Icon-Red_Hat-Close-A-Black-RGB

Navegar por canal

automation icon

Automatización

Las últimas novedades en la automatización de la TI para los equipos, la tecnología y los entornos

AI icon

Inteligencia artificial

Descubra las actualizaciones en las plataformas que permiten a los clientes ejecutar cargas de trabajo de inteligecia artificial en cualquier lugar

open hybrid cloud icon

Nube híbrida abierta

Vea como construimos un futuro flexible con la nube híbrida

security icon

Seguridad

Vea las últimas novedades sobre cómo reducimos los riesgos en entornos y tecnologías

edge icon

Edge computing

Conozca las actualizaciones en las plataformas que simplifican las operaciones en el edge

Infrastructure icon

Infraestructura

Vea las últimas novedades sobre la plataforma Linux empresarial líder en el mundo

application development icon

Aplicaciones

Conozca nuestras soluciones para abordar los desafíos más complejos de las aplicaciones

Original series icon

Programas originales

Vea historias divertidas de creadores y líderes en tecnología empresarial