Category: Tech Notes
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ML – Classification vs Regression Method
Aspect Classification Method Regression Method Task Predicts the class label or category of a data instance Predicts continuous numerical values for a given input Output Type Discrete (categorical classes or labels) Continuous (real-valued numbers) Examples Email spam detection, image classification, sentiment analysis House price prediction, stock market forecasting, age estimation Evaluation Metrics Accuracy, precision, recall,…
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Machine Learning vs Deep Learning
Aspect Machine Learning Deep Learning Definition A subset of AI that trains models to learn from data without explicit programming A specialized subset of machine learning that uses deep neural networks for complex tasks Architecture Various algorithms and models, including decision trees, linear regression, etc. Deep architectures with multiple layers of interconnected neurons Data Representation…
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A Step-by-Step Guide to Connecting GitHub and Bitbucket Repositories
To connect a GitHub repository with a Bitbucket repository, you can use the following steps: Now, whenever an event occurs in the repository, the webhook will be triggered and send a request to the connected repository.
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CI/CD Tool: A Comparative Analysis of Jenkins, Bamboo, CircleCI, and Travis CI
Here’s a comparison of popular CI/CD tools: CI/CD Tool Jenkins Bamboo CircleCI Travis CI Language Java Java – – Hosting Self-hosted Self-hosted or Atlassian Cloud Hosted Hosted Configuration Script-based (Jenkinsfile) GUI-based (with some scripting capabilities) YAML-based YAML-based Integrations Extensive integration ecosystem Strong integration with Atlassian products Integration with various tools and services Integration with various…
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GitHub vs Bitbucket
Here’s a comparison between GitHub and Bitbucket: Feature GitHub Bitbucket Repository Hosting Yes Yes Version Control Systems Git and Subversion Git and Mercurial Collaboration Excellent collaboration features Robust collaboration features Public/Private Repos Supports both public and private repositories Supports both public and private repositories Pricing Free for public repositories, paid plans for private repositories Free…
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Application Replatform – WebLogic vs JBoss
Here’s a comparison between WebLogic and JBoss (Red Hat JBoss Enterprise Application Platform), including prerequisites and compute resources requirement. Feature WebLogic JBoss Vendor Oracle Red Hat Licensing Commercial (Proprietary) Commercial (Proprietary) Open Source Option No No Community Support Active Active Java EE Compatibility Java EE certified Java EE certified Clustering Support Yes Yes High Availability…
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Application Replatform – How to Migrate Batch Jobs from WebLogic to JBoss application?
Migrating batch jobs from WebLogic to JBoss application involves several steps to ensure a smooth transition. Here’s a general overview of the migration process: Understand Batch Job Configuration: Evaluate JBoss Compatibility: Set Up JBoss Environment: Update Batch Job Configurations: Repackage and Redeploy Batch Jobs: Test and Validate: Monitor and Optimize: Update Operational Processes:
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Application Replatform – What is Batch Jobs?
Batch jobs are automated tasks in software development that run automatically at specific times or intervals. They are used to process large amounts of data or perform resource-intensive operations efficiently. In this article, we will look at the features, uses, and popular frameworks and tools for batch jobs. Characteristics of Batch Jobs: Use Cases of…
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Application Replatform – Upstream vs Downstream Server
Upstream and downstream servers are important for efficient data delivery over networks. They help transmit data effectively. Let’s learn more about them. Upstream Server:An upstream server refers to a server or system that provides data or content to another server or client. It is responsible for sending data from a lower-level server to a higher-level…
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Application Replatform – Checking Application Dependencies for Compatibility with JBoss
IntroductionWhen migrating an application to a new platform like JBoss (Red Hat JBoss Enterprise Application Platform), ensuring that the application’s dependencies are compatible is crucial for a successful transition. In this article, we will explore the steps to check if your application’s dependencies align with JBoss’s compatibility requirements. Step-by-Step Guide ConclusionChecking application dependencies for compatibility…
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Application Replatform – Step-by-Step Guide to Migrating an Application from WebLogic to JBoss
Introduction:Migrating an application from one server platform to another can be a complex process. In this step-by-step guide, we will walk you through each stage of migrating an application from WebLogic to JBoss (Red Hat JBoss Enterprise Application Platform). By following these detailed steps, you can ensure a smooth and successful migration. Step 1: Assess…
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Application Replatform – Creating a CI/CD pipeline using Bamboo: A Step-by-Step Guide
Below steps will guide you in creating a functional CI/CD pipeline using Bamboo. Step 1: Set up Bamboo Server Step 2: Create a New Plan Step 3: Configure Source Code Repository Step 4: Define Build Stages Step 5: Configure Build Triggers Step 6: Set Up Deployment Environment Step 7: Configure Deployment Tasks Step 8: Add…
Architect’s Toolkit
PJ’s Tools
VMware Cloud Foundation
- VCF Documentation
- VCF 9 Planning & Preparation Workbook
- VCF Bill of Materials (BoM)
- VMware Compatibility Guide
- VMware Interoperability Matrix
- VMware Configuration Maximums
- VMware Ports & Protocols
- VMware Hands-on Labs
- RVTools Download
Nutanix
AI & Cloud-Native Platform
- NVIDIA Build (Model Catalog)
- NVIDIA AI Enterprise Reference Architecture
- NVIDIA NIM Performance Benchmarking
- NVIDIA NGC Catalog
- NeMo Microservices Helm Chart
- Helm Charts Repository
- Hugging Face Models
Architecture & Design
About the Author

Dr Pranay Jha
Dr. Pranay Jha is a Cloud and AI Consultant with 18+ years of experience in hybrid cloud, virtualization, and enterprise infrastructure transformation. He specializes in VMware technologies, multi-cloud strategy, and Generative AI solutions. He holds a PhD in Computer Applications with research focused on Cloud and AI, has published multiple research papers, and has been a VMware vExpert since 2016 and a VMUG Community Leader.
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