Data Science & Developer Roadmaps with Chat & Free Learning Resources

KFServing

KFServing is an open-source project designed to simplify the deployment and management of machine learning models on Kubernetes. It provides a standardized way to serve models, enabling developers to easily expose their models as RESTful APIs. KFServing supports various frameworks, including TensorFlow, PyTorch, and Scikit-learn, allowing for flexibility in model selection. Key features include automatic scaling, rollout of new model versions, and integration with advanced capabilities like A/B testing and canary deployments. By leveraging Kubernetes’ orchestration capabilities, KFServing enhances the efficiency and reliability of serving machine learning models in production environments.

Building a Network File Storage (NFS) inside Kubernetes

 Level Up Coding

A short example on setting up a NetworkFileStorage (NFS) inside your Kubernetes cluster and accessing it from your applications. Differently to my usual tutorials I won’t go into detail at the…

📚 Read more at Level Up Coding
🔎 Find similar documents

How to use NFS in Kubernetes Cluster — Method 1.

 Level Up Coding

In the previous article, we start the journey using the NFS Server to store data from our apps in the Kubernetes cluster. We now have a k8s cluster running in the network, and an NFS Server…

📚 Read more at Level Up Coding
🔎 Find similar documents

How to use NFS in Kubernetes Cluster — Method 2.

 Level Up Coding

In the previous article, we talked about one of the most common methods of using an NFS Server to store data from our apps in the Kubernetes cluster. One of the drawbacks of that method is the…

📚 Read more at Level Up Coding
🔎 Find similar documents

Mastersin Kubernetes Services!!

 Python in Plain English

Day 34 Task: Working with Services in Kubernetes New day, New Topic…. Let’s learn along..!!😉 What is Services in Kubernetes..? In Kubernetes, a service is an abstraction that defines a logical set o...

📚 Read more at Python in Plain English
🔎 Find similar documents

Expose Kubernetes Volumes Securely Over HTTP: How to Serve PVC on the Internet

 Towards Data Science

Create Kubernetes manifests to expose PersistentVolumeClaims Photo by Uriel Soberanes on Unsplash Intro You may have encountered a situation in your daily product development where you needed to get ...

📚 Read more at Towards Data Science
🔎 Find similar documents

Deploying Containers with Kubernetes!

 Level Up Coding

Kubernetes, also known as K8s, is an open-source system for automating deployment, scaling, and management of containerized applications. Kubernetes helps you deploy containers across a pool of comput...

📚 Read more at Level Up Coding
🔎 Find similar documents

Keeping Kubernetes Clusters Clean and Tidy

 Towards Data Science

Get rid of all the unused resources that are cluttering your Kubernetes cluster and wasting its compute resources

📚 Read more at Towards Data Science
🔎 Find similar documents

Kubernetes Basics: Managing Stateful Applications with StatefulSets — Part 7

 Javarevisited

In Kubernetes, many applications require stable network identities, persistent storage, and ordered deployment. Unlike Deployments, which are designed for stateless applications, StatefulSets help man...

📚 Read more at Javarevisited
🔎 Find similar documents

How to use NFS in Kubernetes Cluster — Storage Class

 Level Up Coding

In the previous article, we talked about connecting to an NFS Server, only via Persistent Volumes configuration. In conjunction with the direct node mapping to NFS Method we saw in this article, this…...

📚 Read more at Level Up Coding
🔎 Find similar documents

Infinitely scalable storage for Kubernetes

 Towards Data Science

Infinitely Scalable Storage for Kubernetes A destructive experiment to make sure our data recover Sometimes, you just need storage that works. The luxury of having a Cloud provider storage class is n...

📚 Read more at Towards Data Science
🔎 Find similar documents

Navigating AWS Security Services: Secrets Manager, Artifact, and KMS

 Level Up Coding

Photo by Franck on Unsplash In today’s fast-paced digital landscape, ensuring the security and compliance of your cloud infrastructure is paramount. Amazon Web Services (AWS) offers a suite of powerfu...

📚 Read more at Level Up Coding
🔎 Find similar documents

Simplified MLOps for Kubeflow with Kfops

 Towards Data Science

The article introduces Kfops, a tool on top of Kubeflow, that can be plugged into your MLOps lifecycle. Image by Author What is Kfops? The project’s primary goal is to simplify and standardize Kubefl...

📚 Read more at Towards Data Science
🔎 Find similar documents