Google Cloud: Creating Image Classification ML Model on Dog/Cat Dataset
Overview In this lab, you upload images to Cloud Storage and use them to train a custom model to recognize whether the image is of Dog or Cat. What you learn In this lab, you learn how to perform the following tasks: Upload a labeled dataset to Cloud Storage and connect it to AutoML Vision […]
Google Cloud: Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow
Overview Let’s suppose you own a fleet of New York City taxi cabs and are looking to monitor how well your business is doing in real-time. You will build a streaming data pipeline to capture taxi revenue, passenger count, ride status, and much more and visualize the results in a management dashboard. Task 1. Create […]
Google Cloud: Getting started with Certificate Authority Service
Overview Google Cloud Certificate Authority Service (CAS) is a highly available & scalable service that enables you to simplify, automate, and customize the deployment, management, and security of private certificate authorities (CA). In this hands-on lab you’ll learn how to enable the service API, create a root, a subordinate CA and eventually issue a certificate. […]
Google Cloud: Introduction to Artifact Registry
Overview Artifact Registry provides the same container management features as Container Registry and includes additional features and benefits:Additional artifact formats You can create repositories for the following artifact formats: Container images: Docker, Helm Language packages: Java, Node.js, Python OS packages (Preview): Debian, RPM Regional repositories Container Registry only provides multi-regional registry hosts. Artifact Registry provides both regional and multi-regional registry hosts. Multiple, separate repositories […]
Google Cloud: Classifying Images of Clouds in the Cloud with AutoML Vision
Overview In this lab, you upload images to Cloud Storage and use them to train a custom model to recognize different types of clouds (cumulus, cumulonimbus, etc.). What you learn In this lab, you learn how to perform the following tasks: Upload a labeled dataset to Cloud Storage and connect it to AutoML Vision with […]
Google Cloud: Exploring a BigQuery Public Dataset
Overview Storing and querying massive datasets can be time consuming and expensive without the right hardware and infrastructure. BigQuery is an enterprise data warehouse that solves this problem by enabling super-fast SQL queries using the processing power of Google’s infrastructure. Simply move your data into BigQuery and let us handle the hard work. You can control access […]
Istio: Istio Service Mesh | Part-1 | Introduction
What is a Service Mesh? Modern applications are typically architected as distributed collections of microservices, with each collection of microservices performing some discrete business function. A service mesh is a dedicated infrastructure layer that you can add to your applications. It allows you to transparently add capabilities like observability, traffic management, and security, without adding […]
OPA (Open Policy Agent)/ Rego : Part-7: Kubernetes Custom Resource Definition (CRD) and OPA Gatekeeper
Custom Resources A custom resource is an extension of the Kubernetes API that is not necessarily available in a default Kubernetes installation. It represents a customization of a particular Kubernetes installation. However, many core Kubernetes functions are now built using custom resources, making Kubernetes more modular. Custom resources can appear and disappear in a running cluster through […]
OPA (Open Policy Agent): Part-6: Rego – Enforcing labels For Kubernetes Deployment
Overview In this article, we are going to learn about how to create a Rule for Kubernetes Deployment Manifest. The policy will check whether the defined label exists in our pod manifest file. In order to in Rego, we will convert our pod manifest file (which is in Yaml format) to Json format. We will name it […]
OPA (Open Policy Agent): Part-5: Rego – Deny/Allow Rule for Kubernetes Pod image
Overview In this article, we are going to learn about how to create Deny / Allow rule for Kubernetes POD image. Working Example Let’s create a Directory called test6 and create 3 files like below: policy.rego input.json Testing The policy 1. Testing Deny policy using “opa eval” command: The Output: 2. Testing Allow policy using “opa […]