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Posts by category

• Category: Automation
  • Automating the CI/CD Pipeline for ML: A Practical Workflow with CML and GitHub Actions
• Category: Career
  • Building Your MLOps Career: Essential Open-Source Tools to Master for Interviews
• Category: CI/CD
• Category: Cloud Costs
  • Is a Managed Platform (e.g., SageMaker) Ever Cheaper? A Break-Even Analysis for Startups
  • The True Cost of “Free”: Analyzing Hidden Infrastructure Costs of a Self-Hosted MLOps Stack on AWS
• Category: Data Engineering
  • Data & Model Versioning on a Budget: A Deep Dive into DVC vs. Git LFS vs. lakeFS
• Category: Experiment Tracking
  • Lean Experiment Tracking: MLflow vs. Weights & Biases (Free Tier) vs. Neptune.ai (Free Tier)
• Category: Interviews
• Category: MLOps
  • The Ultimate Guide to Building a Cost-Effective Open-Source MLOps Stack in 2025
• Category: MLOps Tools
  • Free & Open-Source Model Monitoring: A Practical Guide to Evidently AI with Prometheus & Grafana
  • Deploying Models without Breaking the Bank: A Practical Guide to Seldon Core vs. BentoML
  • Choosing Your Orchestrator: A Startup’s Guide to Airflow vs. Kubeflow Pipelines vs. Prefect
• Category: Model Deployment
• Category: Model Monitoring
• Category: System Design
• Category: Workflow Orchestration

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