Kubeflow is an open-source project developed by Google and aimed at making deployments of machine learning (ML) workflows on Kubernetes simple, portable, and scalable. Kubernetes, often referred to as K8s, is an open-source system designed to automate deploying, scaling, and managing containerized applications.
Kubeflow provides a collection of cloud-native tools for different stages of a ML workflow. The goal is to build a comprehensive, yet flexible, platform for machine learning that can leverage Kubernetes' ability to manage distributed systems.
It consists of various components for model training, serving, and management, including:
This way, data scientists can define their ML pipelines similarly to how they define regular Kubernetes applications, taking advantage of the scalability and reliability of Kubernetes and its strong ecosystem of tools.
MLOps, or Machine Learning Operations, is a multidisciplinary approach that bridges the gap between data science and operations. It standardizes and streamlines the lifecycle of machine learning model development, from data preparation and model training, to deployment and monitoring, ensuring the models are robust, reliable, and consistently updated. This practice not only reduces the time to production, but also mitigates the 'last mile' problem in AI implementation, enabling successful operationalization and delivery of ML models at scale. MLOps is an evolving field, developing in response to the increasing complexity of ML workloads and the need for effective collaboration, governance, and regulatory compliance.
Here are some reasons to use and benefits of Kubeflow:
What our clients say about us
"They are very knowledgeable in their area of expertise."
CEO
Bitwise MnM
"Nguyen is a champ. He's fast and has great communication. Well done!"
Embie
"Thanks to MeteorOps, infrastructure changes have been completed without any errors. They provide excellent ideas, manage tasks efficiently, and deliver on time. They communicate through virtual meetings, email, and a messaging app. Overall, their experience in Kubernetes and AWS is impressive."
VP of Software
Erisyon
״From my experience, working with MeteorOps brings high value to any company at almost any stage.They are uncompromising professionals, who achieve their goal no matter what.״
CEO
Gefen Technologies AI
“Good consultants execute on task and deliver as planned. Better consultants overdeliver on their tasks. Great consultants become full technology partners and provide expertise beyond their scope.
I am happy to call MeteorOps my technology partners as they overdelivered, provide high-level expertise and I recommend their services as a very happy customer.”
Infrastructure Lead
HourOne AI
“Working with MeteorOps was exactly the solution we looked for.
We met a professional, involved, problem solving DevOps team, that gave us an impact in a short term period.”
Tech Operation Lead
Optival
"I was impressed with the amount of professionalism, communication, and speed of delivery."
Software Team Lead
Skyline Robotics
“We got to meet Michael from MeteorOps through one of our employees. We needed DevOps help and guidance and Michael and the team provided all of it from the very beginning. They did everything from dev support to infrastructure design and configuration to helping during Production incidents like any one of our own employees. They actually became an integral part of our organization which says a lot about their personal attitude and dedication.”
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Taranis
"You guys are really a bunch of talented geniuses and it's a pleasure and a privilege to work with you"
Head of Product
iAngels
"You guys are really a bunch of talented geniuses and it's a pleasure and a privilege to work with you"
Head of Product
iAngels
“We got to meet Michael from MeteorOps through one of our employees. We needed DevOps help and guidance and Michael and the team provided all of it from the very beginning. They did everything from dev support to infrastructure design and configuration to helping during Production incidents like any one of our own employees. They actually became an integral part of our organization which says a lot about their personal attitude and dedication.”
VP R&D
Taranis
"I was impressed with the amount of professionalism, communication, and speed of delivery."
Software Team Lead
Skyline Robotics
“Working with MeteorOps was exactly the solution we looked for.
We met a professional, involved, problem solving DevOps team, that gave us an impact in a short term period.”
Tech Operation Lead
Optival
“Good consultants execute on task and deliver as planned. Better consultants overdeliver on their tasks. Great consultants become full technology partners and provide expertise beyond their scope.
I am happy to call MeteorOps my technology partners as they overdelivered, provide high-level expertise and I recommend their services as a very happy customer.”
Infrastructure Lead
HourOne AI
״From my experience, working with MeteorOps brings high value to any company at almost any stage.They are uncompromising professionals, who achieve their goal no matter what.״
CEO
Gefen Technologies AI
"Thanks to MeteorOps, infrastructure changes have been completed without any errors. They provide excellent ideas, manage tasks efficiently, and deliver on time. They communicate through virtual meetings, email, and a messaging app. Overall, their experience in Kubernetes and AWS is impressive."
VP of Software
Erisyon
"Nguyen is a champ. He's fast and has great communication. Well done!"
Embie
"They are very knowledgeable in their area of expertise."
CEO
Bitwise MnM