Posts by zack-machine-learning (14)

MLOps - Data Processing for Oscar Winner Model

After downloading a dataset from Kaggle about historical Oscar nominations and winners, it i

MLOps - How About Predict Oscar Winner

The Idea

The 97th Academy Awards ceremony, presented by the Academy of Motion Pictu

MLOps - Get Started with KubeRay

Ray is an open-source framework designed for scalable and distributed ML workloads, including tra

MLOps - Deploy ML workload into EKS with Karpenter

Finally, machine learning workload into AWS EKS with Karpenter

In the previous post, I wa

MLOps - Deploy Classifier with AWS Serverless

Continue Pneumonia Classifier by moving to AWS Serverless

Go AWS Serverless Deployment

MLOps - Move Image Classifier to AWS SageMaker

Continue Pneumonia Classifier by moving to AWS SageMaker

In this post, we will continue P

MLOps - Containerize Classifier Application

• Last post we were able to build and train the pneumonia classifier model.

MLOps - Build a Image Classifier Model

Pneumonia causes over 2.5 million deaths annually worldwide. Traditional diagnosis through chest

MLOps - Deploy ML workload to K8S

Machine Learning workload deployed in K8S and minikube!!

So far the local ML practice is

MLOps - Build a local Knowledge Base with DeekSeek R1

'DeekSeek is really hot at the moment!

In this post, I want to build a local Knowledge B

MLOps - Explore ML tools

In the last post MLOPS - Lab Setup, I was able to se

MLOps - Setup a Home Machine Learning Lab

Transitioning from DevOps to MLOps can be achieved by leveraging existing DevOps expertise by add