MLOps - Build a Oscar Best Picture Winner Model
In this post, we will continue to build a basic machine learning model to predict the Best Picture w
Read more
MLOps - Data Processing for Oscar Winner Model
After downloading a dataset from Kaggle about historical Oscar nominations and winners, it is
Read more
MLOps - How About Predict Oscar Winner
The Idea The 97th Academy Awards ceremony, presented by the Academy of Motion Picture Arts and Sc
Read more
Destruct an AWS account using AWS-Nuke
Here's a summary of the actions I took to delete an AWS account using an open source tool aws-
Read more
Zack Blog Migration from Jekyll to Django
Key Words: "Django" "Web Development" I originally used Jekyll, a straightforwar
Read more
MLOps - Get Started with KubeRay
Ray is an open-source framework designed for scalable and distributed ML workloads, including traini
Read more
MLOps - Deploy ML workload into EKS with Karpenter
Finally, machine learning workload into AWS EKS with Karpenter In the previous post, I was able t
Read more
MLOps - Deploy Classifier with AWS Serverless
Continue Pneumonia Classifier by moving to AWS Serverless Go AWS Serverless Deployment Deployi
Read more
MLOps - Move Image Classifier to AWS SageMaker
Continue Pneumonia Classifier by moving to AWS SageMaker In this post, we will continue Pneumonia
Read more
MLOps - Containerize Classifier Application
Last post we were able to build and train the pneumonia classifier model. In this post we
Read more
MLOps - Build a Image Classifier Model
Pneumonia causes over 2.5 million deaths annually worldwide. Traditional diagnosis through chest X-r
Read more
MLOps - Deploy ML workload to K8S
Machine Learning workload deployed in K8S and minikube!! So far the local ML practice is just the
Read more
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 Base usin
Read more
AWS Private Link and Cross-account Package deployment
Recently I got a task from the Company’s app team, to install an agent on EC2 instances across sever
Read more
MLOps - Explore ML tools
In the last post MLOPS - Lab Setup, I was able to set the local ML lab environment, and run validati
Read more
MLOps - Setup a Home Machine Learning Lab
Transitioning from DevOps to MLOps can be achieved by leveraging existing DevOps expertise by adding
Read more
EKS - Debug Prometheus Metrics
AWS Managed Prometheus & Grafana is the "plug-and-play" choice for production workloads requiring mi
Read more
EKS - Cluster Upgrade
'Kubernetes Release vs EKS EOL' A Kubernetes version encompasses both the control plane and the d
Read more
EKS - Get Started with Karpenter
'Karpenter vs Cluster Autoscaler' Karpenter is more modern, flexible, and cost-efficient, making it
Read more
EKS - Enable IAM role for Service Accounts (IRSA)
'when EKS ConfigMap meet AWS Secret manager Here I will demo a mysql as database and a wordpress
Read more
EKS - Cluster Backup with Velero
Valero is an open-source tool for storing, restoring, and migrating Kubernetes cluster resources and
Read more
EKS - KubeBench and OPA Gatekeeper
"After scalling, let's go EKS Security !" In the last post, I was able to implement EKS cluster a
Read more
EKS - Cluster Autoscaler and Horizontal Pod Autoscaler (HPA)
"Explore how pods and EC2 nodes can be scaled in EKS cluster " Autoscaler and Horizontal Pod Auto
Read more
Jenkins - Multi-Destination CD pipeline with Terraform
"Design a Jenkins pipeline can handle multiple destination: EC2, EKS across different environments"
Read more
Jenkins - Universal CI Pipeline with Ansible & Terraform
"Such a long time I nearly forgot how to use Jenkins.." Jenkins recap It has been some time si
Read more
RedHat Identity Management (IdM) with AD Integration
When a company faces challenge to manage its Linux environments across local and public clou
Read more
Serverless with AWS Fargate
'if people tend to move to serverless, how 'infrastructure engineer' will end up' Why go se
Read more
Handling a RDS MySQL cluster CPU 100%
Today I got a performance issue from our analytic team, saying they experienced a Production MyS
Read more
Python Microservice: K8S deployment
Now It is time to change from docker-compose to deploy into Kubernetes. As this is not new to m
Read more
Python Microservice: Monitoring Stack
Both Prometheus and Grafana are compatible with microservice applications, integrating Prometheus wi
Read more
Python Microservice: Logging with ELK
ELK (Elasticsearch, Logstash, Kibana) is a popular log management solution. We will use the ELK Stac
Read more
Python Microservice: API Gateway & Consul
API Gateway acts as a single entry point for all clients and handles the request routing, compositio
Read more
Python Microservice: Containerization
Flask stands out as one of Python’s most popular web frameworks. Designed for versatility and ea
Read more
Python: File Handling for AWS tagging
In the previous post I developed shell script + awscli to apply aws EC2 tags, since the last post
Read more
Python: Boto3 for AWS
Boto3 is the Amazon Web Services (AWS) Software Development Kit (SDK) for Python. It enables dev
Read more
Modularizing AWS SSO User Assignment with Terraform
In the company, we use AWS SSO for user authentication; when a new user is created from Azure AD,
Read more
Helm + Kustomize for ZackBlog
Kustomize is a configuration management tool for Kubernetes that allows users to customize applic
Read more
Automate AMI patching with Lambda and Cloudformation
The application team managing Rancher clusters in AWS EC2 faced a compliance challenge with thei
Read more
PostgreSQL: Prod-Grade with k8s Operator
Despite all the challenges, in the last 2 years, clever people still managed ways to deploy prod
Read more
PostgreSQL: Deploy into K8S
PostgreSQL by default does not build for Kubernetes, and a database with StatefulSet workload in K8S
Read more
PostgreSQL: Replication & Failover
Last post I started a hands-on session with PostgreSQL installation on both Docker and Docker Compos
Read more
PostgreSQL: Get Started
PostgreSQL is a very popular open-source relational database management system (RDBMS), known for it
Read more
Istio: Distributed Tracing with Jaeger
Last post we were able to deploy [Istio](https://zackblog.work/post/61/) and manage traffic for a bo
Read more
Istio: Traffic Routing
Here we use helm to install istio (istio-base, istiod, istio gateway), then deploy a sample online b
Read more
Ubuntu 18.04 to 22.04 in-place upgrade
My manage said we have many ubuntu 16.04, can you believe? Every single Ubuntu LTS comes with 5 yea
Read more
Move To Rancher
My current employer using Rancher, due to the vender prefers this?? So far many different ways I
Read more
Kubespary with Terraform on AWS
Kubespary is a powerful and highly configurable tool that automates and supports deployment on vario
Read more
ZackBlog AWS Serverless webhosting
In this article, I will see how to host "zackweb" as a static web application using the following AW
Read more
Enable Free SSL certificate for blog
An interviewer told me this blog is insecure!! Generate free SSL certificate from https://z
Read more
Ansible for AWS Dynamic Inventory
When using Ansible with AWS, maintaining the inventory file will be a hectic task as AWS has frequen
Read more
Redis cluster with Helm
Today we are playing around with Redis, Here we use helm to install Redis cluster, then validate sta
Read more
Apache Kafka cluster with testing topics
Apache Kafka has proven to be an extremely popular event streaming platform, as its scalable distrib
Read more
Ingress controller for Subdomain based Routing
In this post I will run the steps required to set up MetalLB for LoadBalancer IP allocation, the NGI
Read more
Rook-Ceph for dynamic Persistent Volume
Today, I will explore how to install and configure Persistent Volume for all the deployment in K8S t
Read more
GitOps with Argo CD
Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes applications. This is a pos
Read more
About Zack-web Gitops project!
Project Introduction This is my first web blog using Jekyll, as a practical way by following Clou
Read more
Welcome to Zack's blog!
Thanks for visiting this site. If you come all along here, pls feel free to check out my detailed
Read more
My Neighbour Totoro Review
--- date: 2025-1-02 19:15:29 +1100 categories: Joe's Post --- Key Words: "Movie Review" Voc
Read more
Inside Out Book Review
--- date: 2024-7-22 19:15:29 +1100 categories: Joe's Post --- Key Words: "Book Review" Vo
Read more
Back to Qin Dynasty
--- date: 2024-6-20 19:15:29 +1100 categories: jekyll Cat2 --- Key Words: "time travelling"
Read more
If I Were the Teacher
--- date: 2024-6-18 19:15:29 +1100 categories: Joe's Post --- Key Words: "If" Vocabularie
Read more
Saving The Planet 3 - Earth in 4024
--- date: 2024-5-23 19:15:29 +1100 categories: Joe's Post --- Key Words: "Environment" "fut
Read more
Saving The Planet 2 - If I am King
--- date: 2024-5-21 19:15:29 +1100 categories: Joe's Post --- Key Words: "Environment" "If
Read more
Saving The Planet 1: Climate Change
--- date: 2024-5-20 19:15:29 +1100 categories: Joe's Post --- Key Words: "Environment" "Per
Read more
The Speech
--- date: 2024-5-17 19:15:29 +1100 categories: Joe's Post --- Key Words: "Narrative" "Fabl
Read more
Be Our Guest from Beauty and the Beast 1991
--- date: 2024-5-11 19:15:29 +1100 categories: Joe's Post --- Key Words: "Animation Movie"
Read more
A Letter to Matilda
--- date: 2024-5-10 19:15:29 +1100 categories: Joe's Post --- Key Words: "Letter" Vocabu
Read more
The Incredibles (2004) - Movie Review
--- date: 2024-4-27 19:15:29 +1100 categories: Joe's Post --- Key Words: "MovieReview" "Su
Read more
Matilda (1996) vs Matilda the Musical (2022)
--- date: 2024-4-25 19:15:29 +1100 categories: Joe's Post --- Key Words: "MovieReview" "Co
Read more
Robot Dreams - Movie Review
--- date: 2024-4-15 19:15:29 +1100 categories: Joe's Post --- Key Words: "MovieReview" "Ro
Read more
Fantastic Mr.Fox - Book Review
--- date: 2024-4-5 19:15:29 +1100 categories: Joe's Post --- Key Words: "BookReview" "Roal
Read more
The Lorax - Book Review
--- date: 2024-3-30 19:15:29 +1100 categories: Joe's Post --- Key Words: "BookReview" "Env
Read more
Captain Adorable
--- date: 2024-3-26 19:15:29 +1100 categories: Joe's Post --- Key Words: "Adventure" "supe
Read more
The Ant's Revenge
--- date: 2024-3-25 19:15:29 +1100 categories: Joe's Post --- Key Words: "Revenge" "From a
Read more
Spider Dairy
--- date: 2024-3-17 19:15:29 +1100 categories: Joe's Post --- Key Words: "Adventure" "From
Read more
The Reporter
--- date: 2024-3-15 19:15:29 +1100 categories: Joe's Post --- Key Words: "fable" "persevera
Read more
Welcome to Joe's blog !!
--- date: 2024-3-11 19:15:29 +1100 categories: Joe's Post --- Welcome to my website This
Read moreWelcome to Zack's Blog
Join me for fun journey about ##AWS ##DevOps ##Kubenetes ##MLOps
- Latest Posts