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MLOps TrainingHands-on Training for MLOps Infrastructure, Deployment, and CI/CD

Master Git, AWS, Kubernetes, Terraform, and modern MLOps practices

Course Structure

ModuleTopicDescription
1Infrastructure & PrerequisitesGit, AWS, Kubernetes, Terraform fundamentals
2Model DeploymentBatch, API, streaming deployments (Coming Soon)
3Deployment and OperationTesting, CI/CD, Monitoring & Observability

Module 1: Infrastructure & Prerequisites

Topics Covered:

OrderTopicDescription
1Git for TeamsVersion control, branching strategies, collaboration
2AWS Cloud ServicesCloud, security, networking, AI/ML services
3KubernetesContainer orchestration for production workloads
4TerraformInfrastructure as Code fundamentals

Module 3: Deployment and Operation

Topics Covered:

OrderTopicDescription
1TestingUnit, integration, and contract testing
2CI/CDGitHub Actions workflows and pipelines
3Monitoring & ObservabilityGrafana LGTM+P stack

Study Path

Read Theory (docs/)     →     Practice Hands-on (module-X/)
    ↓                            ↓
Conceptual Learning         Lab Exercises
    ↓                            ↓
    └──────→ Build Real Projects ←──────┘

Key Features

  • 📖 Comprehensive Documentation: In-depth guides for each topic
  • 🛠️ Hands-on Labs: Practical exercises with real tools
  • 💰 Cost-Effective: Use LocalStack for AWS practice without spending money
  • 🎯 Exam-Aligned: AWS CLF-C02 exam preparation materials included
  • 🔄 Always Updated: Content reflects latest best practices

Released under the MIT License.