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Author: Devraj Sarkar

Cybersecurity Architect | Cloud-Native Defense | AI/ML Security | DevSecOps

With over 23 years of experience in cybersecurity, I specialize in building resilient, zero-trust digital ecosystems across multi-cloud (AWS, Azure, GCP) and Kubernetes (EKS, AKS, GKE) environments. My journey began in network security—firewalls, IDS/IPS—and expanded into Linux/Windows hardening, IAM, and DevSecOps automation using Terraform, GitLab CI/CD, and policy-as-code tools like OPA and Checkov.

Today, my focus is on securing AI/ML adoption through MLSecOps, protecting models from adversarial attacks with tools like Robust Intelligence and Microsoft Counterfit. I integrate AISecOps for threat detection (Darktrace, Microsoft Security Copilot) and automate incident response with forensics-driven workflows (Elastic SIEM, TheHive).

Whether it’s hardening cloud-native stacks, embedding security into CI/CD pipelines, or safeguarding AI systems, I bridge the gap between security and innovation—ensuring defense scales with speed.

Let’s connect and discuss the future of secure, intelligent infrastructure.

Kubernetes Persistent Volumes (PV) Guide – CKA Exam Prep & Best Practices

Persistent Volumes in Kubernetes – Class Notes for CKA Exam Preparation

Introduction to Persistent Volumes (PVs) In Kubernetes, managing storage is a critical aspect of running stateful applications. Unlike stateless applications, stateful applications require persistent storage to retain data beyond the

Free DevOps Tutorials
by Devraj Sarkar May 12, 2025
Kubernetes resource kinds

Understanding Kubernetes Resource Kinds and Their Usage

Kubernetes is a powerful container orchestration platform that manages containerized applications across clusters of machines. At its core, Kubernetes operates using declarative resource definitions, which describe the desired state of the

Free DevOps Tutorials
by Devraj Sarkar April 8, 2025
Master Docker networking with this comprehensive tutorial!

Docker Networking tutorial for beginners

Docker networking is a fundamental aspect of containerization that enables communication between containers, hosts, and external systems. It provides a flexible and scalable way to manage how containers interact while ensuring isolation

Docker Tutorials
by Devraj Sarkar March 15, 2025
Supervised Learning Algorithms in Machine Learning

Supervised Learning Algorithms in Machine Learning: Concepts & Applications

Supervised learning is a foundational approach in machine learning where models learn from labeled data to make predictions or classifications. It powers many real-world applications, from spam detection to medical diagnosis. Unlike

ML
by Devraj Sarkar February 18, 2025
The 4 Basics of Machine Learning

Understanding Machine Learning: Types, Basics, and Real-World Examples

Introduction Machine Learning (ML) is revolutionizing industries by enabling computers to learn from data and make decisions without explicit programming. From personalized recommendations to self-driving cars, ML is everywhere. But

Free DevOps Tutorials
by Devraj Sarkar January 20, 2025
executive summery for a DevOps Engineer

What does a DevOps Engineer do daily, and how can I introduce myself as a DevOps engineer?

A DevOps Engineer plays a pivotal role in bridging the gap between software development and IT operations, ensuring seamless collaboration and automation across the software delivery lifecycle. Their daily tasks

Free DevOps Tutorials
by Devraj Sarkar December 16, 2024
Linux jobs for freshers near Kolkata

How to Prepare for Linux Fresher Interviews in Kolkata?

In the rapidly growing IT industry in Kolkata, Linux skills are in high demand, making it one of the most promising career paths for freshers. As Linux continues to be

Free DevOps Tutorials
by Devraj Sarkar December 14, 2024
Amazon ECS, Amazon EKS, AWS Fargate, and AWS App Runner:

A comparison between container options available in AWS, including Amazon ECS, Amazon EKS, AWS Fargate, and AWS App Runner

Amazon Web Services (AWS) offers a variety of container services to meet diverse application needs. Amazon Elastic Container Service (ECS) provides a scalable and high-performance container orchestration service. Amazon Elastic

AWS
by Devraj Sarkar December 14, 2024
Senior & Lead Data Engineer Job Openings – Apply Now for Top Roles in Bangalore!

Job Opening for Senior Data Engineer / Lead Data Engineer – Reference from AEM Skills

Unlock Your Potential with Senior and Lead Data Engineer Roles in Bangalore Are you ready to advance your career in data engineering? We’re hiring Senior Data Engineers and Lead Data

jobs
by Devraj Sarkar December 12, 2024
Comprehensive Guide to Cloud Data Fusion in GCP

What is cloud Data Fusion?

Comprehensive Guide to Cloud Data Fusion in GCP Introduction to Cloud Data Fusion Cloud Data Fusion is a fully managed, cloud-native data integration service offered by Google Cloud Platform (GCP).

Free DevOps Tutorials
by Devraj Sarkar November 25, 2024

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