DevOps & MLOps
notes that finally
make sense.
1,804 pages of real diagrams, practical commands, and battle-tested production workflows you can master and keep open right beside your terminal.
CHOOSE YOUR TRACK
Compare all three options
Linux & Git Starter Pack
Phase 1 • 2 Handbooks • 109 pages
All-Access Master Pass
All 16 Handbooks • Phases 1–5
DevOps Complete Track
Phases 1–4 • 9 Handbooks • 865 pages
See what you're buying.
These are real pages from the guides—not generic course thumbnails. Swipe through the notes and inspect the visual teaching style.
Certified Kubernetes Administrators (CKA) and cloud DevOps engineers command 40–70% higher compensation than standard sysadmins. Illustrated visual blueprints help you internalize difficult multi-cluster architectures 3× faster for technical rounds.
Three options. One easy decision.
Pick the track that matches your work today—or choose All Access if you want the full infrastructure-to-AI path.
Phase 1: Linux & Git Starter Pack
Master operating system internals and clean version control. Includes Linux for DevOps Fieldbook (79 pages) and Git & GitHub Pro (30 pages).
- 01-Linux for DevOps Complete Fieldbook (79 pages, 4.4 MB)
- 02-Git & GitHub Pro Workflow Fieldbook (30 pages)
- 00-Official 30-Day DevOps & MLOps Curriculum & Study Guide
- /etc, /var, /proc filesystems, process signals (SIGTERM vs SIGKILL)
- Blobs, trees, commits, clean rebasing vs merging & PR workflows
- High-resolution vector PDFs with handwritten architecture diagrams
- Instant ZIP download on Cashfree payment completion
DevOps Engineering Complete Track (Phases 1–4)
Complete production DevOps path: 9 Handbooks, 865 pages covering Systems, Containers, Cloud Infrastructure, Incident Response & Senior Interview Prep.
- 9 Production Handbooks across Phases 1, 2, 3, and 4 (865 pages total)
- 01-Linux for DevOps (79p) + 02-Git & GitHub Pro (30p)
- 03-Docker Working Guide (241p) + 04-Kubernetes Production Scenarios (154p)
- 05-CI/CD with GitHub Actions (73p) + 06-AWS for DevOps Architecture (142p)
- 07-75 AWS Spoken Interview Questions for Senior DevOps Roles (27p)
- 08-40 Docker Incident Troubleshooting Labs: OOMKilled, volume & DNS (12p)
- 09-5 Modern Docker Production Projects (Nginx, Redis, Postgres) (67p)
- 00-Official 30-Day DevOps Study Schedule & 3-Step Mastery Method
- Instant ZIP download with lifetime re-download capability
All-Access Master Pass: DevOps + MLOps + GenAI
The full infrastructure-to-AI engineering path. All 5 Phases, 16 Handbooks, 1,804 pages including Production MLOps, LLMs, DVC, PyTorch, and SageMaker.
- ALL 16 Handbooks across All 5 Phases (1,804 total pages of visual field notes)
- Complete DevOps Core (Phases 1 to 4): Linux, Git, Docker, K8s, CI/CD & AWS
- Phase 4 Interview Arsenal: 75 AWS Scenarios, 40 Docker Labs & 5 Microservice Projects
- 10-DVC in Practice (243p): Data & model versioning pipelines and ML DAGs
- 11-Hugging Face in Practice (144p): Transformers, PEFT, LoRA & TGI serving
- 12-Monitoring in Practice (148p): Prometheus metrics, Evidently AI drift & Grafana
- 13-Python for MLOps (121p): Pydantic v2 data validation & async FastAPI
- 14-PyTorch in Practice (127p): Distributed Data Parallel (DDP) across GPUs & AMP
- 15-AWS SageMaker in Practice (150p): Spot training (-70% cost) & Model Registry
- 00-Curriculum & Study Guide with the 30-Day Daily Learning Schedule
- Lifetime access & free updates as tool versions evolve
9 Exam & Career Milestones
Follow the battle-tested, illustrated study journey from core Linux & Git fundamentals through Docker, Kubernetes, AWS Cloud Architecture, 40 Incident Labs, and Production MLOps.
Phase 1: Systems & Core Foundations
01. Linux for DevOps Complete Fieldbook
02. Git & GitHub Pro Workflow Fieldbook
Phase 2: Containers & Cluster Orchestration
03. Docker from First Principles Working Guide
04. Kubernetes Production Scenario Notes
Phase 3: Automation & Cloud Infrastructure
05. CI/CD with GitHub Actions Automation Blueprints
06. AWS for DevOps Production Cloud Architecture
Phase 4: Real-World Incident Troubleshooting & Projects
08. 40 Docker Scenario Troubleshooting Labs
09. 5 Modern Docker Production Projects
Phase 4 (Continued): Senior Technical Interview Arsenal
07. 75 AWS Interview Questions for DevOps Engineers
Phase 5: MLOps Data & Pipeline Versioning
10. DVC in Practice: Data & Model Versioning
13. Python for MLOps: Pydantic v2 & FastAPI
Phase 5: Generative AI & Deep Learning Engineering
11. Hugging Face in Practice: LLMs, PEFT & LoRA
14. PyTorch in Practice: Distributed Training & AMP
Phase 5: Production Observability & Model Drift
12. Monitoring in Practice: Prometheus & Evidently AI
Phase 5: Enterprise Cloud MLOps at Scale
15. AWS SageMaker in Practice: Production ML
The 5-Phase Production Curriculum
16 comprehensive fieldbooks structured around real-world production engineering, architecture diagrams, and senior technical interviews.
Phase 1: Systems & Core Foundations
Master Linux terminal mastery, filesystem internals (/etc, /var, /proc), permission models (chmod, chown, umask), process signals (SIGTERM vs SIGKILL), and Git tree/blob DAG architecture.
Phase 2: Containers & Orchestration
Deep-dive into Linux namespaces, cgroups, multi-stage Docker builds, layer caching, and a 154-page Kubernetes handbook covering Pod lifecycles, Services, Ingress, and RollingUpdates.
Phase 3: Automation & Cloud Infrastructure
End-to-end continuous delivery with GitHub Actions: OIDC cloud authentication, container build-push, and production AWS infrastructure (VPC subnets, IAM policies, ECS, EKS).
Phase 4: Troubleshooting & Interview Arsenal
Debug production incidents with 40 real-world Docker labs (OOMKilled, volume permissions, DNS failures) and master 75 spoken AWS scenarios for senior DevOps interviews.
Phase 5: Production MLOps & Generative AI
Deploy, scale, and monitor machine learning models in production: DVC data pipelines, Hugging Face LLM fine-tuning with LoRA/PEFT, Prometheus drift monitoring, PyTorch DDP, and SageMaker spot training.
Try before you buy: The 30-Day DevOps & MLOps Curriculum Guide
Want to inspect the diagram clarity and curriculum depth before purchasing? Download the official 30-day day-by-day study roadmap and architecture sample PDF with zero obligation.
- ✓ Direct PDF download link delivered to your email
- ✓ 3-Step Daily Mastery Method (Visual → Active → Drill)
- ✓ Real Docker and Kubernetes architecture sample notes
- ✓ 100% free, no credit card required
Reader Feedback from Working Engineers
What engineers and students say about the visual notes format.
“The Kubernetes scenario notes and the 40 Docker troubleshooting labs are pure gold. The OOMKilled and rolling update diagrams made things click faster than 40 hours of video courses.”
“The 75 AWS interview questions and the GitHub Actions CI/CD guide gave me the exact architecture explanations I needed for my senior interview rounds. Got 2 offers within a month!”
“Finding high-quality MLOps notes is almost impossible. The DVC, SageMaker spot training, and PyTorch DDP fieldbooks are structured like production runbooks. Worth 10x the price.”
Written by an engineer who debugs production infrastructure every day.
I created this 16-handbook visual field notes library to solve the exact frustration I experienced while mastering DevOps and MLOps: superficial tutorials that teach syntax without explaining system internals, architectural trade-offs, or production failure modes.
Every single one of the 1,804 pages is crafted with clean visual mental models, annotated YAML manifests, exact terminal commands, and battle-tested incident checklists that you can keep open right beside your terminal.
Everything You Need to Know
Have questions about the learning path, CKA exam, or visual handbooks? Find your answers below.
What is included in this Kubernetes & DevOps Administrator visual handbooks bundle?
You get full, lifetime access to all visual PDF handbooks in the roadmap (from DevOps prerequisites and Linux basics, to Docker, Kubernetes, CKA Exam Prep, Azure AKS, Network Policies, Prometheus PCA, and DevOps Interview Prep). You receive the complete set featuring 971+ embedded architectural diagrams, topic menus, and command cheatsheets.
Are the PDF handbooks vector-based and printable?
Yes, all handbooks are 100% crisp vector PDFs. You can zoom in to 500% on architecture blueprints without any pixelation or blurriness. You can print them on A4 paper or read them effortlessly on an iPad, Kindle, tablet, or smartphone.
How do I get access to the Visual Handbooks after payment?
Immediately upon successful payment via Cashfree (UPI, Debit/Credit Cards, Netbanking), you will be redirected to your instant download dashboard. A backup signed download link is also dispatched to your email address within seconds.
Is this learning path suitable for complete beginners in cloud and Linux?
Yes! Milestone 01 and 02 are purpose-built for complete beginners, covering operating system fundamentals, Linux commands, terminal shortcuts, and basic networking before moving on to Docker and Kubernetes.
Still have questions?
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1,804 pages of battle-tested field notes covering the exact tools you use on the job. Instant high-res PDF download on secure Cashfree payment.
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