> ## Documentation Index
> Fetch the complete documentation index at: https://notes.kodekloud.com/llms.txt
> Use this file to discover all available pages before exploring further.
# KodeKloud Docs
## Notes for our courses
Search, filter, and view notes from all of our courses
Welcome to KodeKloud Notes - Your comprehensive resource for
Kubernetes and Cloud-Native and Cloud technology learning materials.
## Available Courses
> **[12 Factor App](https://notes.kodekloud.com/docs/12-Factor-App.md)**
>
> This lesson covers the 12-Factor App methodology for building scalable and manageable cloud-native applications.
> **[AB-900: Microsoft 365 Copilot and Agent Administration Fundamentals](https://notes.kodekloud.com/docs/AB-900-Microsoft-365-Copilot-and-Agent-Administration-Fundamentals.md)**
>
> Overview course teaching admins to deploy, secure, govern, and operate Microsoft 365 Copilot and AI agents, covering fundamentals, identity, data protection, and daily administration.
> **[AI Agents](https://notes.kodekloud.com/docs/AI-Agents.md)**
>
> A practical course teaching developers how to design, build, and deploy autonomous AI agents using frameworks, tools, and hands-on labs
> **[AI Agents For Data Analytics](https://notes.kodekloud.com/docs/AI-Agents-For-Data-Analytics.md)**
>
> Course teaching how to build AI agents that use the MCP Toolbox to generate and execute SQL across BigQuery, Snowflake, and Databricks for real data analytics.
> **[AI Agents Fundamentals](https://notes.kodekloud.com/docs/AI-Agents-Fundamentals.md)**
>
> Hands-on overview of AI agents and related technologies including tokens, embeddings, RAG, vector databases, orchestration libraries, MCPs, and practical end-to-end project for building robust AI applications.
> **[AI Agents for Beginners: OpenClaw Case Study](https://notes.kodekloud.com/docs/AI-Agents-for-Beginners-OpenClaw-Case-Study.md)**
>
> Introductory course explaining ChatGPT, LLM fundamentals, and practical agent design with hands-on labs to build and run local AI agents safely and understand pretraining and chat interfaces
> **[AI Assisted Ansible](https://notes.kodekloud.com/docs/AI-Assisted-Ansible.md)**
>
> A practical course teaching how to combine AI tools with Ansible to rapidly author, validate, and secure playbooks using VS Code, linters, ChatGPT, Copilot, Claude Code and Ansible Lightspeed.
> **[AI Foundations for Technical Professionals](https://notes.kodekloud.com/docs/AI-Foundations-for-Technical-Professionals.md)**
>
> Overview of a course explaining the modern AI stack, core concepts, tradeoffs, costs, failure modes, RAG, agents, tokens, and operational decisions for production systems
> **[AI Infrastructure: LLM-D, vLLM and GPUs](https://notes.kodekloud.com/docs/AI-Infrastructure-LLM-D-vLLM-and-GPUs.md)**
>
> Overview of AI infrastructure covering GPUs, model servers, caching, model parallelism, and orchestration for designing and operating scalable, low-latency AI systems.
> **[AI-102: Microsoft Certified Azure AI Engineer Associate](https://notes.kodekloud.com/docs/AI-102-Microsoft-Certified-Azure-AI-Engineer-Associate.md)**
>
> Introductory course preparing learners for Microsoft Azure AI Engineer Associate certification, teaching Azure AI services, hands-on labs, governance, and exam-focused guidance.
> **[AI-900: Microsoft Certified Azure AI Fundamentals](https://notes.kodekloud.com/docs/AI-900-Microsoft-Certified-Azure-AI-Fundamentals.md)**
>
> This course introduces Microsoft Azure AI fundamentals, covering AI concepts, machine learning, Azure services, computer vision, NLP, and responsible AI practices.
> **[AI-901: Microsoft Azure AI Fundamentals](https://notes.kodekloud.com/docs/AI-901-Microsoft-Azure-AI-Fundamentals.md)**
>
> Overview of an Azure AI Fundamentals course covering core AI concepts, generative AI, agents, information extraction, responsible AI, hands-on labs, and AI-901 exam preparation
> **[AI-Assisted Development](https://notes.kodekloud.com/docs/AI-Assisted-Development.md)**
>
> Course teaching AI-assisted full stack development, using tools like ChatGPT and Copilot to build a Flask backend and React frontend for an image optimization project
> **[AWS Certified AI Practitioner](https://notes.kodekloud.com/docs/AWS-Certified-AI-Practitioner.md)**
>
> Overview of an exam-focused AWS Certified AI Practitioner course teaching AI and generative model fundamentals, deployment patterns, responsible AI, security, governance, cost management, and exam preparation.
> **[AWS Certified CloudOps Engineer – Associate](https://notes.kodekloud.com/docs/AWS-Certified-CloudOps-Engineer-Associate.md)**
>
> An AWS CloudOps Engineer Associate course teaching cloud operations skills, hands-on labs and exam prep for monitoring, reliability, automation, security, and networking in modern AI-enabled infrastructures.
> **[AWS Certified DevOps Engineer – Professional](https://notes.kodekloud.com/docs/AWS-Certified-DevOps-Engineer-Professional.md)**
>
> Advanced AWS DevOps Engineer Professional course covering CI/CD, infrastructure as code, resilience, observability, incident response, security, hands-on labs and exam preparation for production-ready cloud operations
> **[AWS Certified Developer - Associate](https://notes.kodekloud.com/docs/AWS-Certified-Developer-Associate.md)**
>
> This article introduces a course designed to advance skills in AWS development and prepare for the AWS Certified Developer Associate exam.
> **[AWS Certified Machine Learning Engineer - Associate](https://notes.kodekloud.com/docs/AWS-Certified-Machine-Learning-Engineer-Associate.md)**
>
> Overview of an AWS Machine Learning Associate course teaching production-ready ML on AWS, covering data processing, model development, deployment, monitoring, security, and exam-focused hands-on labs.
> **[AWS Cloud Practitioner (CLF-C02)](https://notes.kodekloud.com/docs/AWS-Cloud-Practitioner-CLF-C02.md)**
>
> This article introduces a course designed for beginners to learn AWS fundamentals and prepare for the AWS Certified Cloud Practitioner exam.
> **[AWS CloudFormation](https://notes.kodekloud.com/docs/AWS-CloudFormation.md)**
>
> A KodeKloud course teaching AWS CloudFormation infrastructure as code, covering templates, stacks, parameters, policies, drift detection, automation, and hands-on labs for practical DevOps skills.
> **[AWS CloudWatch](https://notes.kodekloud.com/docs/AWS-CloudWatch.md)**
>
> AWS CloudWatch is a monitoring and observability service for AWS resources and applications, enabling real-time metrics, logs, and event analysis.
> **[AWS CodePipeline (CI/CD Pipeline)](https://notes.kodekloud.com/docs/AWS-CodePipeline-CICD-Pipeline.md)**
>
> Learn to create and manage CI/CD pipelines on AWS CodePipeline with hands-on labs and best practices.
> **[AWS EKS](https://notes.kodekloud.com/docs/AWS-EKS.md)**
>
> This course teaches deploying, managing, and scaling Kubernetes clusters on AWS using Amazon EKS, suitable for all skill levels.
> **[AWS - IAM](https://notes.kodekloud.com/docs/AWS-IAM.md)**
>
> This course provides hands-on experience and best practices for managing AWS Identity and Access Management (IAM) to secure cloud access and permissions.
> **[AWS For Beginners with Hands-On Labs](https://notes.kodekloud.com/docs/AWS-For-Beginners-with-Hands-On-Labs.md)**
>
> Practical beginners guide to AWS fundamentals with concise explanations, hands-on labs, and navigation of the AWS Management Console covering compute, storage, networking, databases and serverless
> **[AWS Lambda](https://notes.kodekloud.com/docs/AWS-Lambda.md)**
>
> This article introduces an AWS Lambda course covering serverless architecture, function configuration, and best practices for deployments.
> **[AWS Networking Fundamentals](https://notes.kodekloud.com/docs/AWS-Networking-Fundamentals.md)**
>
> This course covers essential AWS networking concepts through hands-on labs and real-world scenarios.
> **[AWS RDS](https://notes.kodekloud.com/docs/AWS-RDS.md)**
>
> Course on AWS RDS covering concepts, engines, scaling, backups, security, performance and hands-on labs for deploying and managing relational databases on AWS
> **[AWS SageMaker](https://notes.kodekloud.com/docs/AWS-SageMaker.md)**
>
> Introductory course teaching practical AWS SageMaker workflows including data preparation, training, model registry, deployment and monitoring with notebooks and the SageMaker Python SDK
> **[AWS Solutions Architect Associate Certification](https://notes.kodekloud.com/docs/AWS-Solutions-Architect-Associate-Certification.md)**
>
> Practical, exam-focused AWS Solutions Architect Associate course with hands-on labs, Well-Architected design principles, quizzes and mock exams to prepare for certification.
> **[AZ-204: Developing Solutions for Microsoft Azure](https://notes.kodekloud.com/docs/AZ-204-Developing-Solutions-for-Microsoft-Azure.md)**
>
> This course teaches essential skills for developing robust cloud applications on Microsoft Azure, covering various key topics and practical implementations.
> **[AZ-305: Microsoft Azure Solutions Architect Expert](https://notes.kodekloud.com/docs/AZ-305-Microsoft-Azure-Solutions-Architect-Expert.md)**
>
> Learn to design robust Azure solutions by exploring essential components like compute, storage, networking, and disaster recovery for scalable and secure infrastructure.
> **[AZ-400: Designing and Implementing Microsoft DevOps Solutions](https://notes.kodekloud.com/docs/AZ-400-Designing-and-Implementing-Microsoft-DevOps-Solutions.md)**
>
> This hands-on course bridges theoretical knowledge and practical implementation of Azure DevOps for engineers, architects, and team leads.
> **[AZ-700: Designing and Implementing Microsoft Azure Networking Solutions](https://notes.kodekloud.com/docs/AZ-700-Designing-and-Implementing-Microsoft-Azure-Networking-Solutions.md)**
>
> Course training to design, implement, and operate Azure networking solutions for enterprise cloud, covering hybrid connectivity, routing, security, monitoring, private access, and certification preparation
> **[AZ900: Microsoft Azure Fundamentals](https://notes.kodekloud.com/docs/AZ900-Microsoft-Azure-Fundamentals.md)**
>
> This course provides a foundational understanding of Microsoft Azure and cloud computing for beginners, covering essential topics and offering interactive resources.
> **[Advanced Bash Scripting](https://notes.kodekloud.com/docs/Advanced-Bash-Scripting.md)**
>
> Learn advanced techniques and best practices to enhance your Bash scripting skills through interactive labs and hands-on exercises.
> **[Advanced Golang](https://notes.kodekloud.com/docs/Advanced-Golang.md)**
>
> This course simplifies advanced Golang concepts using engaging illustrations and interactive labs for practical experience.
> **[Advanced Jenkins](https://notes.kodekloud.com/docs/Advanced-Jenkins.md)**
>
> Refactoring a Jenkinsfile to create reusable CI pipelines with Slack notifications, integrated Trivy scanning and in-stage report publishing while disabling long running deployment stages for demo use
> **[Amazon Elastic Compute Cloud (EC2)](https://notes.kodekloud.com/docs/Amazon-Elastic-Compute-Cloud-EC2.md)**
>
> This beginner-friendly course covers deploying and managing AWS EC2 instances, from basics to advanced topics, with practical skills and real-world scenarios.
> **[Amazon Elastic Container Service (AWS ECS)](https://notes.kodekloud.com/docs/Amazon-Elastic-Container-Service-AWS-ECS.md)**
>
> This article explores AWS Elastic Container Service, covering its components, deployment of applications, and integration with load balancers for scalability and availability.
> **[Amazon Simple Storage Service (Amazon S3)](https://notes.kodekloud.com/docs/Amazon-Simple-Storage-Service-Amazon-S3.md)**
>
> This course covers Amazon S3 fundamentals to advanced features, enabling you to design and manage S3-based solutions confidently.
> **[Ansible Advanced Course](https://notes.kodekloud.com/docs/Ansible-Advanced-Course.md)**
>
> This course enhances Ansible skills through lectures, labs, and real-world projects, focusing on automation, playbooks, and best practices.
> **[Azure Kubernetes Service](https://notes.kodekloud.com/docs/Azure-Kubernetes-Service.md)**
>
> Learn to deploy, manage, and secure containerized applications on Microsoft Azure using Azure Kubernetes Service (AKS) in this comprehensive course.
> **[CDK for Terraform with TypeScript](https://notes.kodekloud.com/docs/CDK-for-Terraform-with-TypeScript.md)**
>
> A hands on course teaching TypeScript and CDK for Terraform to author, structure, and deploy AWS infrastructure including Lambda and IAM with practical labs and Terraform migration guidance.
> **[Certified Kubernetes Administrator (CKA)](https://notes.kodekloud.com/docs/Certified-Kubernetes-Administrator-CKA.md)**
>
> A hands-on Certified Kubernetes Administrator course with labs, cluster building, troubleshooting, and exam-focused training to prepare engineers for real-world Kubernetes operations and certification.
> **[Claude Code for Beginners](https://notes.kodekloud.com/docs/Claude-Code-for-Beginners.md)**
>
> Introduction to Claude Code course teaching AI-assisted project scaffolding, code analysis, testing, security audits, and developer workflows with hands-on labs to accelerate and improve software development
> **[Cline](https://notes.kodekloud.com/docs/Cline.md)**
>
> Introduction to Cline course teaching AI-powered development workflows, workspace setup, Plan and Act modes, prompt engineering, API documentation, and hands-on labs for engineers
> **[Cloud Computing Fundamentals](https://notes.kodekloud.com/docs/Cloud-Computing-Fundamentals.md)**
>
> Overview of cloud computing fundamentals covering service models, deployment options, scalability, storage, security, cost management, and hands-on labs with major providers.
> **[Computer Architecture](https://notes.kodekloud.com/docs/Computer-Architecture.md)**
>
> Introduces computer architecture fundamentals, explaining CPU, GPU, memory, storage, motherboard, and peripherals and how they cooperate to produce computing results
> **[Crash Course: AI-Powered DevOps](https://notes.kodekloud.com/docs/Crash-Course-AI-Powered-DevOps.md)**
>
> Demonstrates using cluster-aware diagnostics to inspect Kubernetes Secrets, ConfigMaps, events and logs to pinpoint and remediate production outages faster than generic external AI
> **[Crash Course: AWS Basics](https://notes.kodekloud.com/docs/Crash-Course-AWS-Basics.md)**
>
> Beginner AWS course introducing cloud fundamentals, core services like EC2, S3, IAM, hands-on labs, practical examples and step-by-step guidance to build basic deployment skills.
> **[Crash Course: Docker For Absolute Beginners](https://notes.kodekloud.com/docs/Crash-Course-Docker-For-Absolute-Beginners.md)**
>
> Beginner-friendly Docker course introducing containers, images, networking, volumes, troubleshooting, and browser-based hands-on labs with interactive quizzes and practical demos.
> **[Crash Course: Kubernetes For Absolute Beginners](https://notes.kodekloud.com/docs/Crash-Course-Kubernetes-For-Absolute-Beginners.md)**
>
> Introductory Kubernetes course covering containers, static pod manifests, control plane troubleshooting, and hands-on browser-accessible lab environments for practical debugging and kubectl workflows.
> **[Crash Course: Linux For Absolute Beginners](https://notes.kodekloud.com/docs/Crash-Course-Linux-For-Absolute-Beginners.md)**
>
> Practical Linux system administration course teaching command line usage, file permissions, troubleshooting, and hands on labs with ephemeral infrastructure for safe practice.
> **[Crash Course: MCP For Beginners](https://notes.kodekloud.com/docs/Crash-Course-MCP-For-Beginners.md)**
>
> Practical beginner's guide to the Model Context Protocol explaining concepts, architecture, JSON-RPC usage, building servers and clients, and debugging with hands-on labs.
> **[Data Engineering Fundamentals](https://notes.kodekloud.com/docs/Data-Engineering-Fundamentals.md)**
>
> Introduction to data engineering, covering pipeline stages, tools, architectures, hands-on exercises, and best practices for building, automating, and operating reliable data systems for analytics and applications
> **[Database Fundamentals](https://notes.kodekloud.com/docs/Database-Fundamentals.md)**
>
> Introduction to relational databases, CRUD operations, schema design, SQL querying, and choosing between SQL and NoSQL with hands-on MySQL examples
> **[DevOps Interview Questions and Answers: Scenario-Based Prep](https://notes.kodekloud.com/docs/DevOps-Interview-Questions-and-Answers-Scenario-Based-Prep.md)**
>
> How to reduce oversized Docker images using multi-stage builds, minimal base images, and .dockerignore to improve deploy time, autoscaling, security, and storage costs.
> **[Fundamentals of RAG](https://notes.kodekloud.com/docs/Fundamentals-of-RAG.md)**
>
> Introduction to Retrieval-Augmented Generation course teaching RAG concepts, architecture, ingestion, chunking, retrieval, embeddings, vector databases, and building production-ready pipelines.
> **[Gateway API with NGINX Fabric Gateway](https://notes.kodekloud.com/docs/Gateway-API-with-NGINX-Fabric-Gateway.md)**
>
> Guide to deploying and operating NGINX Fabric Gateway as a Gateway API data plane for Kubernetes, covering installation, routing, TLS, cross namespace security, traffic management, and troubleshooting.
> **[GitHub Administration Certification](https://notes.kodekloud.com/docs/GitHub-Administration-Certification.md)**
>
> Overview of a GitHub Enterprise administration course covering identity and access, governance, security, Actions and runners, monitoring, troubleshooting, and exam preparation
> **[GitHub Copilot in Action](https://notes.kodekloud.com/docs/GitHub-Copilot-in-Action.md)**
>
> Introductory course teaching practical use of GitHub Copilot in VS Code, covering setup, features, prompt techniques, testing, documentation, and responsible AI pair programming for real projects.
> **[GitHub Foundations Certification](https://notes.kodekloud.com/docs/GitHub-Foundations-Certification.md)**
>
> Introductory GitHub Foundations course teaching Git and GitHub fundamentals through hands on labs, workflows, CI CD automation, security, collaboration, developer tools, and certification exam preparation.
> **[Google Cloud Professional Data Engineer Certification](https://notes.kodekloud.com/docs/Google-Cloud-Professional-Data-Engineer-Certification.md)**
>
> Overview of a hands-on course preparing learners for the Google Cloud Professional Data Engineer certification, covering GCP data services, ETL, orchestration, security, ML integration, and exam labs.
> **[Hands-On AWS Project: Deploy Your First Crypto App](https://notes.kodekloud.com/docs/Hands-On-AWS-Project-Deploy-Your-First-Crypto-App.md)**
>
> Hands-on course on designing, provisioning, and operating scalable microservices on AWS with Terraform, ECS, ALB, IAM, and observability
> **[HashiCorp Certified: Terraform Associate 004](https://notes.kodekloud.com/docs/HashiCorp-Certified-Terraform-Associate-004.md)**
>
> Exam-focused, hands-on course teaching Terraform as Infrastructure as Code to prepare learners for the HashiCorp Certified Terraform Associate 004 exam and real-world multi-cloud workflows
> **[Introduction to AWS Databases](https://notes.kodekloud.com/docs/Introduction-to-AWS-Databases.md)**
>
> Overview of Amazon RDS, a managed relational database service that handles backups, patching, storage, high availability, read scaling, and supports multiple engines
> **[Introduction to Amazon Bedrock](https://notes.kodekloud.com/docs/Introduction-to-Amazon-Bedrock.md)**
>
> Hands-on course introducing Amazon Bedrock, covering foundation models, access methods, prompt engineering, integrations with AWS, security, RAG, agents, observability, and practical labs.
> **[KAgent: Host Your AI Agents on Kubernetes](https://notes.kodekloud.com/docs/KAgent-Host-Your-AI-Agents-on-Kubernetes.md)**
>
> Hands-on course teaching deployment, management, and observability of AI agents on Kubernetes with KAgent, KMCP/MCP, system prompts, and integrations like Slack and AWS
> **[KServe Fundamentals: Serving ML Models on Kubernetes](https://notes.kodekloud.com/docs/KServe-Fundamentals-Serving-ML-Models-on-Kubernetes.md)**
>
> Guide to deploying and operating generative and predictive ML models on Kubernetes using KServe, including installation, InferenceService and LLMISvc, serving patterns, and troubleshooting
> **[Kubeflow](https://notes.kodekloud.com/docs/Kubeflow.md)**
>
> Introduction to Kubeflow for building, scaling, and operating production ML workflows on Kubernetes, covering pipelines, notebooks, automated tuning, serving, installation, and multi-tenant deployment.
> **[Kubernetes Operators](https://notes.kodekloud.com/docs/Kubernetes-Operators.md)**
>
> Introductory course teaching how to design, build, test, package, and operate Kubernetes Operators using Kubebuilder and Operator SDK with hands-on labs on CRDs, reconciliation, webhooks, and production readiness
> **[LangGraph](https://notes.kodekloud.com/docs/LangGraph.md)**
>
> Course introducing LangGraph for building stateful, graph-based AI workflows and agents with orchestration, memory, debugging, human-in-the-loop, and hands-on labs.
> **[Learn By Doing - MariaDB](https://notes.kodekloud.com/docs/Learn-By-Doing-MariaDB.md)**
>
> Hands-on MariaDB course teaching installation, configuration, security, SQL, schema design, backups, performance tuning and Docker deployment for database administrators, developers, and IT professionals.
> **[Learn By Doing: AWS Workshop with Terraform](https://notes.kodekloud.com/docs/Learn-By-Doing-AWS-Workshop-with-Terraform.md)**
>
> Hands-on AWS Terraform workshop teaching infrastructure as code, state management, modules, CI/CD integration, and a final EC2 and RDS deployment project.
> **[Learn By Doing: Beginner's Guide to Apache Kafka - Foundations and Development](https://notes.kodekloud.com/docs/Learn-By-Doing-Beginners-Guide-to-Apache-Kafka-Foundations-and-Development.md)**
>
> Hands-on introductory course teaching Apache Kafka setup, brokers, producers, consumers, topics, partitions, and building local pipelines through labs and practical exercises for DevOps and cloud professionals
> **[Learn By Doing: Building AI Agents with Claude Agent SDK](https://notes.kodekloud.com/docs/Learn-By-Doing-Building-AI-Agents-with-Claude-Agent-SDK.md)**
>
> Guide to building and running agentic AI with the Claude Agent SDK, explaining the agent loop, streaming tool execution, configuration, security, and an AWS example
> **[Learn By Doing: Crossplane](https://notes.kodekloud.com/docs/Learn-By-Doing-Crossplane.md)**
>
> Beginner guide to Crossplane covering concepts, Helm installation, CRDs, resource provisioning, verification, and next steps.
> **[Learn By Doing: Deploying and Managing the EFK Stack on Kubernetes](https://notes.kodekloud.com/docs/Learn-By-Doing-Deploying-and-Managing-the-EFK-Stack-on-Kubernetes.md)**
>
> Hands-on course teaching deployment, configuration, scaling, monitoring and securing the EFK stack on Kubernetes using live labs and guided exercises
> **[Learn By Doing: HashiCorp Nomad](https://notes.kodekloud.com/docs/Learn-By-Doing-HashiCorp-Nomad.md)**
>
> Guidance on scaling Nomad jobs safely by setting appropriate CPU and memory reservations, measuring usage, using nomad job scale, and ensuring service discovery and autoscaler integration.
> **[Learn By Doing: Kubernetes Policies with Kyverno](https://notes.kodekloud.com/docs/Learn-By-Doing-Kubernetes-Policies-with-Kyverno.md)**
>
> Hands-on course teaching Kyverno for Kubernetes policies, including installation, validation and mutation policy authoring, testing, enforcement, advanced patterns, labs, and a final practical challenge.
> **[Learn By Doing: Taskfile](https://notes.kodekloud.com/docs/Learn-By-Doing-Taskfile.md)**
>
> Hands-on course teaching Taskfile automation for CI/CD and local development, covering task creation, templates, environment variables, dependencies, fingerprinting, and pipeline integration.
> **[Learn-By-Doing Kubernetes Network Policies](https://notes.kodekloud.com/docs/Learn-By-Doing-Kubernetes-Network-Policies.md)**
>
> Hands-on course teaching Kubernetes NetworkPolicies, CNIs, Flannel versus Canal, default-deny baselines, egress controls, and practical labs culminating in a final challenge.
> **[Loop Engineering](https://notes.kodekloud.com/docs/Loop-Engineering.md)**
>
> Introduction to loop engineering for autonomous coding agents, teaching the Try Test Fix Save cycle, scorekeeping, and components like automations, worktrees, skills, connectors, sub agents, and memory
> **[Mathematics for Computing](https://notes.kodekloud.com/docs/Mathematics-for-Computing.md)**
>
> Introductory course on mathematics for computing covering linear algebra, calculus, optimization, backpropagation, and probability with practical examples and hands-on applications.
> **[MCP For Beginners](https://notes.kodekloud.com/docs/MCP-For-Beginners.md)**
>
> Hands-on course teaching Model Context Protocol to integrate LLMs with external tools and services, build MCP servers, use HTTP or stdio connections, and deploy in Python or Node.js
> **[Migrating Jenkins Pipelines to GitHub Actions](https://notes.kodekloud.com/docs/Migrating-Jenkins-Pipelines-to-GitHub-Actions.md)**
>
> Plan to migrate Jenkins CI/CD pipelines to GitHub Actions for a Node.js app, preserving Docker, Kubernetes, and AWS Lambda workflows while improving automation and Git-centric processes.
> **[Migrating to Datadog](https://notes.kodekloud.com/docs/Migrating-to-Datadog.md)**
>
> Hands-on course guiding teams through migrating observability to Datadog using OpenTelemetry, covering planning, execution, dashboards, integrations, and post-migration validation.
> **[NVIDIA Generative AI LLMs Associate Certification](https://notes.kodekloud.com/docs/NVIDIA-Generative-AI-LLMs-Associate-Certification.md)**
>
> Introductory course for NVIDIA Generative AI LLMs Associate certification covering LLM fundamentals, retrieval augmented generation, vector search, prompt engineering, deployment, trustworthy AI, and hands on labs.
> **[Networks and Communications](https://notes.kodekloud.com/docs/Networks-and-Communications.md)**
>
> Overview of network types, scales, wired vs wireless, peer-to-peer and client-server models, latency, and security trade-offs
> **[Nginx for Beginners](https://notes.kodekloud.com/docs/Nginx-for-Beginners.md)**
>
> Introductory NGINX course covering installation, configuration, TLS, performance, logging, debugging, and hands-on labs for deploying and operating NGINX in real-world environments.
> **[Operating Systems and Applications](https://notes.kodekloud.com/docs/Operating-Systems-and-Applications.md)**
>
> Introductory course covering operating system fundamentals including boot process, CPU scheduling, memory management, drivers, file systems, security, and user interfaces
> **[Prep Course - Certified Argo Project Associate (CAPA)](https://notes.kodekloud.com/docs/Prep-Course-Certified-Argo-Project-Associate-CAPA.md)**
>
> Explains how GitOps and the Argo Project (Argo CD, Workflows, Rollouts, Events) solve Kubernetes operational problems like configuration drift, security risks, and unreliable recovery
> **[Prep Course - Certified Backstage Associate (CBA) Certification](https://notes.kodekloud.com/docs/Prep-Course-Certified-Backstage-Associate-CBA-Certification.md)**
>
> Hands on course teaching Backstage platform fundamentals, catalog, templates, plugins, TechDocs, deployment and exam prep through practical labs to prepare learners for Certified Backstage Associate certification
> **[Certified Jenkins Engineer](https://notes.kodekloud.com/docs/Certified-Jenkins-Engineer.md)**
>
> This course provides hands-on training for mastering Jenkins CI/CD from foundational concepts to advanced operational strategies.
> **[Certified Kubernetes Application Developer (CKAD)](https://notes.kodekloud.com/docs/Certified-Kubernetes-Application-Developer-CKAD.md)**
>
> Practical CKAD exam prep course teaching Kubernetes application development with hands on labs, manifests, kubectl practice, exam strategies, networking, storage, and observability.
> **[Certified Kubernetes Security Specialist (CKS)](https://notes.kodekloud.com/docs/Certified-Kubernetes-Security-Specialist-CKS.md)**
>
> This article introduces a course for preparing for the Certified Kubernetes Security Specialist exam, focusing on Kubernetes security concepts and hands-on labs.
> **[Chaos Engineering](https://notes.kodekloud.com/docs/Chaos-Engineering.md)**
>
> This lesson introduces chaos engineering using AWS Fault Injection Simulator to design and analyze fault-injection experiments for system resilience.
> **[Cloud Native Buildpacks](https://notes.kodekloud.com/docs/Cloud-Native-Buildpacks.md)**
>
> This article explores the advantages of CloudNative Buildpacks over traditional Dockerfiles in simplifying container image creation and addressing related challenges.
> **[CompTIA Security+ Certification](https://notes.kodekloud.com/docs/CompTIA-Security-Certification.md)**
>
> Overview of a CompTIA Security+ course covering fundamentals, cryptography, threats, security operations, automation, and hands on labs to prepare learners for certification
> **[Cursor AI](https://notes.kodekloud.com/docs/Cursor-AI.md)**
>
> This article introduces the Cursor AI course, focusing on enhancing software development productivity through intelligent code suggestions and integrations.
> **[DP-900: Microsoft Azure Data Fundamentals](https://notes.kodekloud.com/docs/DP-900-Microsoft-Azure-Data-Fundamentals.md)**
>
> Overview of Azure data storage types, trade-offs, demos, and guidance to select Blob, Files, SQL, Cosmos DB, replication, and analytics for DP-900 exam preparation
> **[Demystifying DNS](https://notes.kodekloud.com/docs/Demystifying-DNS.md)**
>
> This course introduces DNS fundamentals, practical applications, and hands-on labs for beginners to build and manage DNS servers effectively.
> **[DevOps Interview Preparation Course](https://notes.kodekloud.com/docs/DevOps-Interview-Preparation-Course.md)**
>
> This course prepares you for DevOps interviews by exploring technologies and answering common questions to boost your confidence and skills.
> **[DevOps Pre-Requisite Course](https://notes.kodekloud.com/docs/DevOps-Pre-Requisite-Course.md)**
>
> This course provides foundational knowledge in DevOps and cloud computing, covering essential topics and practical labs for beginners.
> **[DevSecOps - Kubernetes DevOps & Security](https://notes.kodekloud.com/docs/DevSecOps-Kubernetes-DevOps-Security.md)**
>
> A hands-on Kubernetes DevSecOps course teaching practical security practices, Jenkins CI pipelines with embedded security checks, Kubernetes hardening, monitoring with Falco and kube-bench, and Istio service mesh
> **[Docker Certified Associate Exam Course](https://notes.kodekloud.com/docs/Docker-Certified-Associate-Exam-Course.md)**
>
> This course prepares you for the Docker Certified Associate exam, covering fundamentals to advanced concepts with hands-on demos and quizzes.
> **[Docker - SWARM | SERVICES | STACKS - Hands-on](https://notes.kodekloud.com/docs/Docker-SWARM-SERVICES-STACKS-Hands-on.md)**
>
> This article covers advanced Docker concepts, including architecture, container deployment, Docker Compose, and Docker Swarm in production environments.
> **[Docker Training Course for the Absolute Beginner](https://notes.kodekloud.com/docs/Docker-Training-Course-for-the-Absolute-Beginner.md)**
>
> Beginner Docker course offering step‑by‑step instruction, animated diagrams, and browser-based hands-on labs to learn containers, Docker commands, image building, networking, Compose, registries, and orchestration.
> **[EFK Stack: Enterprise-Grade Logging and Monitoring](https://notes.kodekloud.com/docs/EFK-Stack-Enterprise-Grade-Logging-and-Monitoring.md)**
>
> This article provides a comprehensive guide on Elasticsearch fundamentals, covering architecture, indexing, querying, and document management strategies.
> **[Enhancing Soft Skills for DevOps Engineers: Essential Non-Technical Skills to Thrive](https://notes.kodekloud.com/docs/Enhancing-Soft-Skills-for-DevOps-Engineers-Essential-Non-Technical-Skills-to-Thrive.md)**
>
> This course teaches essential non-technical competencies for DevOps engineers, enhancing communication, leadership, collaboration, and adaptability skills.
> **[Event Streaming with Kafka](https://notes.kodekloud.com/docs/Event-Streaming-with-Kafka.md)**
>
> Defines event streaming, its roles and platforms like Apache Kafka, and real-time use cases such as taxi app flows, durable logs, ordering, replay, and stream processing
> **[Exploring WebAssembly (WASM)](https://notes.kodekloud.com/docs/Exploring-WebAssembly-WASM.md)**
>
> This article introduces a course on WebAssembly, covering key concepts, hands-on labs, and real-world examples for proficiency in WASM.
> **[Fundamentals of DevOps](https://notes.kodekloud.com/docs/Fundamentals-of-DevOps.md)**
>
> This course explores DevOps principles, focusing on software delivery, team collaboration, automation, and cultural dynamics in modern IT practices.
> **[Fundamentals of MLOps](https://notes.kodekloud.com/docs/Fundamentals-of-MLOps.md)**
>
> This course introduces MLOps principles, practical labs, model deployment, compliance, and community engagement for aspiring MLOps professionals.
> **[Fundamentals of SRE](https://notes.kodekloud.com/docs/Fundamentals-of-SRE.md)**
>
> Practical Site Reliability Engineering course teaching SLIs, SLOs, error budgets, observability, incident response, automation, release engineering, chaos experiments through labs and real-world exercises.
> **[GCP Cloud Digital Leader Certification](https://notes.kodekloud.com/docs/GCP-Cloud-Digital-Leader-Certification.md)**
>
> This article introduces the GCP Digital Leader Certification course, covering Google Cloud Platform services and preparing for the certification exam.
> **[GCP DevOps Project](https://notes.kodekloud.com/docs/GCP-DevOps-Project.md)**
>
> This article introduces a Google Cloud DevOps course focused on building and deploying a complete pipeline on Google Cloud Platform.
> **[GIT for Beginners](https://notes.kodekloud.com/docs/GIT-for-Beginners.md)**
>
> This article introduces a Git for Beginners course, covering setup, configuration, and effective project management using Git.
> **[GKE - Google Kubernetes Engine](https://notes.kodekloud.com/docs/GKE-Google-Kubernetes-Engine.md)**
>
> This course covers Google Kubernetes Engine, focusing on cluster architecture, deployment, scaling, security, and optimization for cloud-native applications.
> **[Generative AI in Practice: Advanced Insights and Operations](https://notes.kodekloud.com/docs/Generative-AI-in-Practice-Advanced-Insights-and-Operations.md)**
>
> This lesson explores artificial intelligence, focusing on large language models, generative AI, and the evolution of computing paradigms leading to self-supervised learning.
> **[GitHub Actions](https://notes.kodekloud.com/docs/GitHub-Actions.md)**
>
> This course teaches automation and CI/CD using GitHub Actions, covering workflows, jobs, and advanced features for building and deploying applications.
> **[GitHub Actions Certification](https://notes.kodekloud.com/docs/GitHub-Actions-Certification.md)**
>
> Overview of a KodeKloud course teaching GitHub Actions for CI and CD, Docker based workflows, secrets and runner management, reusable workflows, deployments, and hands on labs.
> **[GitHub Copilot Certification](https://notes.kodekloud.com/docs/GitHub-Copilot-Certification.md)**
>
> A practical GitHub Copilot certification course teaching editor integration, prompt engineering, responsible AI, workflows and hands on examples for accelerating development and safe AI-assisted coding
> **[GitLab CI/CD: Architecting, Deploying, and Optimizing Pipelines](https://notes.kodekloud.com/docs/GitLab-CICD-Architecting-Deploying-and-Optimizing-Pipelines.md)**
>
> Introductory course on GitLab CI/CD teaching pipelines, runners, testing, containerization, Kubernetes deployments, secrets management, and hands on labs to automate builds, tests, and deployments
> **[GitOps with ArgoCD](https://notes.kodekloud.com/docs/GitOps-with-ArgoCD.md)**
>
> This course teaches GitOps fundamentals, ArgoCD implementation, and integration with third-party tools for effective CI/CD practices.
> **[GitOps with FluxCD](https://notes.kodekloud.com/docs/GitOps-with-FluxCD.md)**
>
> Learn to implement GitOps with FluxCD for streamlined Kubernetes deployments and continuous delivery in cloud-native environments.
> **[Golang](https://notes.kodekloud.com/docs/Golang.md)**
>
> This course introduces the fundamentals of Go, covering key topics and providing an engaging learning experience through practical examples and hands-on labs.
> **[Google ADK](https://notes.kodekloud.com/docs/Google-ADK.md)**
>
> Hands-on course teaching Google ADK to build, deploy, and operate LLM-powered cloud automation agents with tools, structured outputs, observability, and production best practices.
> **[Grafana Loki](https://notes.kodekloud.com/docs/Grafana-Loki.md)**
>
> Hands-on course teaching Grafana Loki logging pipeline deployment and querying locally and on Kubernetes with Helm, Grafana Alloy, collectors, and log processing for troubleshooting
> **[HashiCorp Certified: Consul Associate Certification](https://notes.kodekloud.com/docs/HashiCorp-Certified-Consul-Associate-Certification.md)**
>
> Practical online course teaching HashiCorp Consul deployment, service discovery and mesh, KV and ACLs, security and cluster operations while preparing students for the Consul Associate certification
> **[HashiCorp Certified: Vault Associate Certification](https://notes.kodekloud.com/docs/HashiCorp-Certified-Vault-Associate-Certification.md)**
>
> This article introduces a HashiCorp Vault training series, covering installation, configuration, and preparation for the HashiCorp Certified Vault Associate exam.
> **[HashiCorp Certified: Vault Operations Professional 2022](https://notes.kodekloud.com/docs/HashiCorp-Certified-Vault-Operations-Professional-2022.md)**
>
> Professional course preparing candidates for the HashiCorp Vault Operations Professional exam, covering objectives, exam format, lab-based hands-on practice, logistics, required skills, and study resources.
> **[HashiCorp Packer](https://notes.kodekloud.com/docs/HashiCorp-Packer.md)**
>
> Learn to build custom machine images for cloud platforms using HashiCorp Packers workflow for immutable infrastructure in this comprehensive tutorial.
> **[HashiCorp : Terraform Cloud](https://notes.kodekloud.com/docs/HashiCorp-Terraform-Cloud.md)**
>
> A comprehensive course guiding Infrastructure as Code adoption at scale with Terraform Cloud by HashiCorp, focusing on collaboration, automation, and execution environment.
> **[Helm for Beginners](https://notes.kodekloud.com/docs/Helm-for-Beginners.md)**
>
> A beginner course teaching Helm fundamentals, chart authoring, advanced templating, packaging, signing, and hands-on labs for deploying and managing applications on Kubernetes
> **[Introduction to K8sGPT and AI-Driven Kubernetes Engineering](https://notes.kodekloud.com/docs/Introduction-to-K8sGPT-and-AI-Driven-Kubernetes-Engineering.md)**
>
> This lesson covers K8sGPT and how AI enhances Kubernetes operations, including cluster management, troubleshooting, and evolving DevOps roles.
> **[Introduction to OpenAI](https://notes.kodekloud.com/docs/Introduction-to-OpenAI.md)**
>
> This course teaches how to use OpenAI's platform for artificial intelligence applications through hands-on learning and practical projects.
> **[Introduction to Sealed Secrets in Kubernetes](https://notes.kodekloud.com/docs/Introduction-to-Sealed-Secrets-in-Kubernetes.md)**
>
> This article explains Sealed Secrets, an open-source tool for securely managing sensitive data in Kubernetes and Terraform environments.
> **[Istio Service Mesh](https://notes.kodekloud.com/docs/Istio-Service-Mesh.md)**
>
> This course provides a comprehensive understanding of Istio, covering basics to advanced topics like security, observability, and Kubernetes fundamentals.
> **[JSON Path Test - Free Course](https://notes.kodekloud.com/docs/JSON-Path-Test-Free-Course.md)**
>
> Introductory guide to YAML syntax, structure, and best practices for configuration files and Ansible playbooks
> **[Jenkins](https://notes.kodekloud.com/docs/Jenkins.md)**
>
> This comprehensive Jenkins course covers deploying instances, setting up CI/CD pipelines, and managing security through hands-on labs and real-world projects.
> **[Jenkins For Beginners](https://notes.kodekloud.com/docs/Jenkins-For-Beginners.md)**
>
> This course provides a strong foundation in Jenkins to automate software development workflows efficiently through hands-on labs and practical experience.
> **[Jenkins Pipelines](https://notes.kodekloud.com/docs/Jenkins-Pipelines.md)**
>
> This guide explores the comprehensive DevOps pipeline designed for the XYZ Team, integrating CI, CD, delivery, and post-build processes for robust software development.
> **[Jenkins Project: Building CI/CD Pipeline for Scalable Web Applications](https://notes.kodekloud.com/docs/Jenkins-Project-Building-CICD-Pipeline-for-Scalable-Web-Applications.md)**
>
> This project-based course offers hands-on experience with Jenkins and key DevOps tools through practical labs in a browser-based environment.
> **[Jinja2 Basics (Mini Course)](https://notes.kodekloud.com/docs/Jinja2-Basics-Mini-Course.md)**
>
> Introduction to Jinja2 templating covering variables, filters, loops, conditionals, and use in web development and automation such as Ansible
> **[Kubernetes Autoscaling](https://notes.kodekloud.com/docs/Kubernetes-Autoscaling.md)**
>
> Overview of Kubernetes autoscaling covering HPA VPA Cluster Autoscaler CPA and KEDA, with practical patterns, hands-on examples, and best practices for resilient scalable workloads
> **[Kubernetes Networking Deep Dive](https://notes.kodekloud.com/docs/Kubernetes-Networking-Deep-Dive.md)**
>
> This article introduces a hands-on Kubernetes Networking course featuring browser-based labs and covers essential networking concepts and tools.
> **[Kubernetes Troubleshooting for Application Developers](https://notes.kodekloud.com/docs/Kubernetes-Troubleshooting-for-Application-Developers.md)**
>
> This course teaches application developers how to troubleshoot Kubernetes issues through real-world scenarios and hands-on labs.
> **[Kubernetes and Cloud-Native Associate (KCNA)](https://notes.kodekloud.com/docs/Kubernetes-and-Cloud-Native-Associate-KCNA.md)**
>
> This article introduces a Kubernetes and Cloud Native Associate Certification Prep Course, covering essential concepts and exam preparation strategies.
> **[Kubernetes and Cloud Native Security Associate (KCSA)](https://notes.kodekloud.com/docs/Kubernetes-and-Cloud-Native-Security-Associate-KCSA.md)**
>
> This course teaches Kubernetes fundamentals and security practices through hands-on labs and real-world scenarios for developers and security professionals.
> **[Kustomize](https://notes.kodekloud.com/docs/Kustomize.md)**
>
> This course teaches deploying and customizing Kubernetes resources using Kustomize, covering core features, CI/CD integration, and a capstone project.
> **[LangChain](https://notes.kodekloud.com/docs/LangChain.md)**
>
> Introductory course teaching how to build modern AI applications with LangChain, covering models, prompts, chains, memory, tools, agents, and hands-on labs
> **[Learn Ansible Basics - Beginners Course](https://notes.kodekloud.com/docs/Learn-Ansible-Basics-Beginners-Course.md)**
>
> This course teaches Ansible through engaging lectures, hands-on labs, and real-world scenarios for absolute beginners without prior coding experience.
> **[Learning Linux Basics Course & Labs](https://notes.kodekloud.com/docs/Learning-Linux-Basics-Course-Labs.md)**
>
> This article introduces a Linux Basics course focusing on essential skills for DevOps and cloud professionals.
> **[Linode : Kubernetes Engine](https://notes.kodekloud.com/docs/Linode-Kubernetes-Engine.md)**
>
> This hands-on course teaches deploying and managing Kubernetes workloads using Linode Kubernetes Engine.
> **[Prep Course - Certified Cloud Native Platform Engineering (CNPE)](https://notes.kodekloud.com/docs/Prep-Course-Certified-Cloud-Native-Platform-Engineering-CNPE.md)**
>
> Course overview for preparing and practicing hands‑on skills to design, build, and operate cloud native platforms and pass the Certified Cloud Native Platform Engineer exam.
> **[Prep Course - Certified Cloud Native Platform Engineering Associate (CNPA)](https://notes.kodekloud.com/docs/Prep-Course-Certified-Cloud-Native-Platform-Engineering-Associate-CNPA.md)**
>
> Overview of a hands on Cloud Native Platform Engineering Associate course covering platform fundamentals, observability, security, CI CD, provisioning, developer portals, and CNPA exam preparation
> **[Prep Course - Cilium Certified Associate (CCA) Certification](https://notes.kodekloud.com/docs/Prep-Course-Cilium-Certified-Associate-CCA-Certification.md)**
>
> Hands-on course teaching Cilium networking, security, observability, installation, multi-cluster and exam prep for Kubernetes operators using eBPF
> **[Prep Course - FinOps Certified Practitioner](https://notes.kodekloud.com/docs/Prep-Course-FinOps-Certified-Practitioner.md)**
>
> Introductory course on FinOps teaching cloud cost management, optimization, tools, and practices through lessons, hands-on games, and community resources.
> **[Prep Course - GitOps Certified Associate (CGOA)](https://notes.kodekloud.com/docs/Prep-Course-GitOps-Certified-Associate-CGOA.md)**
>
> Practical hands-on GitOps course teaching principles and patterns, Argo CD and tooling, secrets management, CI integration, observability, release strategies, labs, and certification preparation.
> **[Prep Course - Istio Certified Associate (ICA) Certification](https://notes.kodekloud.com/docs/Prep-Course-Istio-Certified-Associate-ICA-Certification.md)**
>
> Hands-on course preparing learners for the Istio Certified Associate exam with labs, traffic management, security, resilience, installation, advanced scenarios, and mock exams
> **[Prep Course - Kyverno Certified Associate (KCA) Certification](https://notes.kodekloud.com/docs/Prep-Course-Kyverno-Certified-Associate-KCA-Certification.md)**
>
> A hands-on course preparing learners for the Kyverno Certified Associate exam, teaching Kubernetes policy management with Kyverno validation, mutation, generation, ImageVerify, exceptions, labs, and mock exams
> **[Prep Course - Linux Foundation Certified System Administrator (LFCS) Certification](https://notes.kodekloud.com/docs/Prep-Course-Linux-Foundation-Certified-System-Administrator-LFCS-Certification.md)**
>
> This course teaches essential principles and practical tasks of Linux system administration for effective management, troubleshooting, and security of Linux systems.
> **[Linux Professional Institute LPIC-1 Exam 101](https://notes.kodekloud.com/docs/Linux-Professional-Institute-LPIC-1-Exam-101.md)**
>
> Comprehensive LPIC-1 101 exam prep covering system architecture, Linux installation, GNU/Unix commands, and filesystem management. Includes practice quizzes and mock exams.
> **[Mastering Generative AI with OpenAI](https://notes.kodekloud.com/docs/Mastering-Generative-AI-with-OpenAI.md)**
>
> Practical course introducing OpenAI generative AI, foundation models, prompt engineering, embeddings, image and speech tools, and hands-on API and Jupyter notebook labs for building real-world applications.
> **[Microsoft Azure Security Technologies (AZ-500)](https://notes.kodekloud.com/docs/Microsoft-Azure-Security-Technologies-AZ-500.md)**
>
> This course prepares you for the AZ-500 certification exam by exploring key aspects of Azure security technologies.
> **[Open Source for Beginners](https://notes.kodekloud.com/docs/Open-Source-for-Beginners.md)**
>
> This course covers the fundamentals, best practices, and applications of open source software for beginners and experienced contributors.
> **[OpenShift 4](https://notes.kodekloud.com/docs/OpenShift-4.md)**
>
> Introductory OpenShift course on KodeKloud teaching fundamentals to advanced topics with hands on labs, RBAC, builds, networking, storage, templates and community support
> **[OpenTofu: A Beginners Guide to a Terraform Fork Including Migration From Terraform](https://notes.kodekloud.com/docs/OpenTofu-A-Beginners-Guide-to-a-Terraform-Fork-Including-Migration-From-Terraform.md)**
>
> This article introduces KodeKloud’s OpenTofu course for beginners to learn infrastructure as code and manage cloud resources effectively.
> **[PCAP - Python Certification Course](https://notes.kodekloud.com/docs/PCAP-Python-Certification-Course.md)**
>
> This course prepares you for the Certified Associate in Python Programming certification with key Python topics and hands-on labs for practice.
> **[Postman Essentials](https://notes.kodekloud.com/docs/Postman-Essentials.md)**
>
> This course provides an introduction to using Postman for API testing, covering basics to advanced techniques for efficient workflows.
> **[Prep Course - OpenTelemetry Certified Associate (OTCA) Certification](https://notes.kodekloud.com/docs/Prep-Course-OpenTelemetry-Certified-Associate-OTCA-Certification.md)**
>
> Hands-on course preparing engineers for OpenTelemetry Certified Associate exam teaching instrumentation, tracing, metrics, logs, Collector deployment, OTTL, debugging, and real world observability practices in cloud native systems
> **[Prep Course - Prometheus Certified Associate (PCA) Certification](https://notes.kodekloud.com/docs/Prep-Course-Prometheus-Certified-Associate-PCA-Certification.md)**
>
> A hands-on course preparing learners for Prometheus Certified Associate covering observability fundamentals, Prometheus installation and usage, PromQL, instrumentation, alerting, Kubernetes monitoring, scaling, and certification labs.
> **[Prep Course - Red Hat Certified System Administrator (RHCSA)](https://notes.kodekloud.com/docs/Prep-Course-Red-Hat-Certified-System-Administrator-RHCSA.md)**
>
> Hands-on RHCSA course teaching practical Linux system administration, troubleshooting, storage, services, networking, security, scripting, and exam preparation
> **[Programming Fundamentals](https://notes.kodekloud.com/docs/Programming-Fundamentals.md)**
>
> Introductory programming lesson teaching Python fundamentals through a 90-minute hands-on mini-app covering variables, input, conditionals, loops, lists, functions, debugging, and AI-assisted learning paths
> **[Pulumi Essentials](https://notes.kodekloud.com/docs/Pulumi-Essentials.md)**
>
> This course introduces Pulumi, an Infrastructure as Code tool for managing cloud and on-premises infrastructure programmatically.
> **[PyTorch](https://notes.kodekloud.com/docs/PyTorch.md)**
>
> This course teaches PyTorch for developing AI applications, focusing on breast cancer diagnosis and covering data handling, model training, and deployment techniques.
> **[Python API Development with FastAPI](https://notes.kodekloud.com/docs/Python-API-Development-with-FastAPI.md)**
>
> This lesson guides you in building high-performance APIs with FastAPI, covering database interaction, authentication, testing, deployment, and CI/CD pipelines.
> **[Python Basics](https://notes.kodekloud.com/docs/Python-Basics.md)**
>
> This article introduces a comprehensive Python programming course covering essential concepts for writing efficient and clean code.
> **[Running Local LLMs With Ollama](https://notes.kodekloud.com/docs/Running-Local-LLMs-With-Ollama.md)**
>
> Learn how Ollama enables running large language models locally, ensuring privacy, low latency, and offline capability while building AI-powered chatbots.
> **[Rust Programming](https://notes.kodekloud.com/docs/Rust-Programming.md)**
>
> This article introduces a comprehensive Rust programming course covering basics to advanced concepts, including hands-on labs and community engagement for learners.
> **[Shell Scripts for Beginners](https://notes.kodekloud.com/docs/Shell-Scripts-for-Beginners.md)**
>
> This course introduces beginners to shell scripting, covering automation, scripting basics, and best practices for enhancing efficiency in IT tasks.
> **[Spacelift: Elevate Your Infrastructure Deployment](https://notes.kodekloud.com/docs/Spacelift-Elevate-Your-Infrastructure-Deployment.md)**
>
> This lesson explores Spacelift, a CI/CD pipeline tool designed for Infrastructure as Code, addressing challenges in continuous integration and delivery processes.
> **[System Design For Beginners](https://notes.kodekloud.com/docs/System-Design-For-Beginners.md)**
>
> Introductory course teaching scalable system design using a photo sharing app, covering data modeling, storage and delivery, reliability, and hands-on fault injection labs.
> **[System Design for Interview Prep](https://notes.kodekloud.com/docs/System-Design-for-Interview-Prep.md)**
>
> Beginner-friendly course teaching a six-step framework and hands-on labs to prepare for system design interviews covering trade-offs, APIs, high-level design, and common systems
> **[System Design: Database Sharding](https://notes.kodekloud.com/docs/System-Design-Database-Sharding.md)**
>
> Practical beginner course teaching data partitioning techniques like sharding, hashing, consistent hashing, and bucketing with hands-on labs and Python examples for stable, scalable distribution and rebalancing
> **[Telepresence for Kubernetes](https://notes.kodekloud.com/docs/Telepresence-for-Kubernetes.md)**
>
> Introduces Telepresence for Kubernetes, showing how to run and debug services locally by intercepting cluster traffic, using env files, volumes, and Docker for faster development.
> **[Terraform Basics Training Course](https://notes.kodekloud.com/docs/Terraform-Basics-Training-Course.md)**
>
> This article introduces a comprehensive course on Terraform and Infrastructure as Code, covering installation, HCL basics, core concepts, and advanced functionalities.
> **[Terraform On Azure](https://notes.kodekloud.com/docs/Terraform-On-Azure.md)**
>
> Hands-on course teaching how to design, deploy, and automate Azure infrastructure using Terraform, covering HCL, state management, modules, and CI/CD pipelines.
> **[Terragrunt for Beginners](https://notes.kodekloud.com/docs/Terragrunt-for-Beginners.md)**
>
> This course teaches managing infrastructure as code with Terragrunt, focusing on best practices for a DRY and scalable Terraform workflow.
> **[Ultimate Certified Kubernetes Administrator (CKA) Mock Exam Series](https://notes.kodekloud.com/docs/Ultimate-Certified-Kubernetes-Administrator-CKA-Mock-Exam-Series.md)**
>
> Introduction to KodeKloud's Ultimate CKA mock exam series offering realistic multi‑cluster labs, tasks, kubectl guidance, secret decoding examples, exam weightings, and best practices for CKA preparation
> **[Ultimate Certified Kubernetes Application Developer (CKAD) Mock Exam Series](https://notes.kodekloud.com/docs/Ultimate-Certified-Kubernetes-Application-Developer-CKAD-Mock-Exam-Series.md)**
>
> Overview of KodeKloud CKAD mock exam series, structure, workflow, scoring, environment, time management, and practice tips for Kubernetes application developer certification
> **[Ultimate Certified Kubernetes Security Specialist (CKS) Mock Exam Series](https://notes.kodekloud.com/docs/Ultimate-Certified-Kubernetes-Security-Specialist-CKS-Mock-Exam-Series.md)**
>
> Hands-on timed CKS mock exam series offering multi-cluster scenario practice to prepare Kubernetes administrators for security tasks, runtime detection, supply chain hardening, and exam readiness
> **[Vector Database for GenAI](https://notes.kodekloud.com/docs/Vector-Database-for-GenAI.md)**
>
> A practical course on vector databases for GenAI covering embeddings, similarity metrics, ANN indexing, scalable architectures, retrieval augmented generation, and hands-on labs.
> **[Virtualization and Containers](https://notes.kodekloud.com/docs/Virtualization-and-Containers.md)**
>
> Intro to virtualization and containers, covering hypervisors, VMs, container runtimes, orchestration, deployment workflows, and practical labs for scalable, reliable production systems.
> **[\[Updated\] AZ-104: Microsoft Azure Administrator](https://notes.kodekloud.com/docs/Updated-AZ-104-Microsoft-Azure-Administrator)**
>
> A hands-on AZ-104 Microsoft Azure Administrator course teaching practical skills for managing identities, compute, storage, networking, security, monitoring, and real-world Azure administration tasks and labs.
> **[Kubernetes for the Absolute Beginners - Hands-on Tutorial](https://notes.kodekloud.com/docs/Kubernetes-for-the-Absolute-Beginners-Hands-on-Tutorial.md)**
>
> Introductory Kubernetes course teaching fundamentals, kubectl basics, and hands-on browser labs for practicing containerized application deployment.
> **[llm-d: A Deep Dive](https://notes.kodekloud.com/docs/llm-d-A-Deep-Dive.md)**
>
> Guide to building scalable, observable Kubernetes architectures and operational practices for serving large language models, covering failure modes, routing, placement, rollout strategies, and hands-on demos.
> **[n8n: Zero to Hero](https://notes.kodekloud.com/docs/n8n-Zero-to-Hero.md)**
>
> Hands-on course teaching n8n automation, AI agents, RAG, multimodal workflows, production patterns and deployment
## About KodeKloud Notes
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for our courses. Each course section is carefully organized to help
you:
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## How to Use
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- Navigate through sections using the sidebar
- Use the search function to find specific topics
-
Follow the sequential order or jump to specific sections as needed
## Features
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**Comprehensive Documentation:** Detailed notes
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