Docker & Containerization
Container Orchestration & DevOps
Comprehensive containerization solutions using Docker ecosystem including Docker CLI commands, Docker Compose for multi-container orchestration, and Docker Swarm for container orchestration across multiple hosts. Implementation of scalable, reliable, and secure containerized applications with automated deployment workflows.
Projects Showcase
Real-world implementations demonstrating production-ready containerization solutions
Node.js
Docker Node.js Application
Complete Docker setup for a Node.js application with optimized Dockerfile, multi-stage builds, and comprehensive CLI command implementations.
- Docker Architecture: Client → Host (Physical Machine/Engine/PC + Docker Desktop) → Daemon → Registry
- Docker Workflow: DockerFile (Blueprint) → Docker Image (Packed Software) → Container (Model Instance)
- Docker CLI Commands: build, run, image tag, logs, network (bridge, overlay)
- Resource Management: Dedicated memory allocation, CPU percentage limits, volume management
- Container Lifecycle: Start, stop, restart, pause, unpause, and remove operations
MLOps
Docker for ML Documentation
Docker configurations and best practices for building reproducible machine learning environments and workflows with optimized resource allocation.
- GPU-accelerated containers for machine learning workloads
- Multi-stage builds for optimized ML model deployment
- Volume mounts for persistent model storage and data persistence
- Environment variable configurations for ML parameter tuning
- Network configurations for distributed ML training
Orchestration
Docker Compose & Swarm Orchestration
Advanced multi-container orchestration using Docker Compose for local development and Docker Swarm for production container orchestration across multiple hosts.
- Docker Compose: service → build → environment_variables → ports → depends_on → networks
- Container Orchestration: Scalability, Load Balancing, Fault Tolerance, Security, Rolling Updates
- Docker Swarm: Manage multiple containers over multiple hosts with overlay networks
- Security: TLS (Transport Layer Security) with automatic certificate management
- Service Discovery and Load Balancing across swarm nodes
