The latest articles on DEV Community by Avinash Mani Tripathi (@avinash_manitripathi_b29). https://dev.to/avinash_manitripathi_b29 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3883860%2Fdc470ec3-71ff-4a8d-9f6b-dee876636d22.jpg https://dev.to/avinash_manitripathi_b29 en Avinash Mani Tripathi Tue, 12 May 2026 14:17:13 +0000 https://dev.to/avinash_manitripathi_b29/built-a-complete-mlops-pipeline-looking-for-your-feedback-4hm9 https://dev.to/avinash_manitripathi_b29/built-a-complete-mlops-pipeline-looking-for-your-feedback-4hm9 <p>I just finished building an MLOps project that I'd like to share with the community. The goal was to create a production‑ready pipeline that covers the entire ML lifecycle.</p> <p><strong>GitHub:</strong> <a href="https://github.com/avinashmnth2507-dev/mlops-house-price-predictor.git" rel="noopener noreferrer">https://github.com/avinashmnth2507-dev/mlops-house-price-predictor.git</a></p> <p><strong>Features:</strong></p> <ul> <li>✅ Data versioning (DVC)</li> <li>✅ Experiment tracking (MLflow)</li> <li>✅ Hyperparameter tuning (Optuna)</li> <li>✅ Model serving (FastAPI)</li> <li>✅ Containerization (Docker)</li> <li>✅ CI/CD (GitHub Actions → GHCR)</li> <li>✅ Kubernetes deployment (Minikube)</li> <li>✅ Drift monitoring (PSI)</li> <li>✅ Monitoring stack (Prometheus + Grafana)</li> <li>✅ FinOps cost tracking</li> </ul> <p><strong>Known issue:</strong> The Grafana dashboard is currently showing "No data" due to a Prometheus scrape issue in my local Minikube cluster. I'm actively debugging – suggestions welcome.</p> <p>I'm especially interested in feedback on:</p> <ul> <li>The GitHub Actions workflow</li> <li>Kubernetes manifests (deployment.yaml, service.yaml)</li> <li>The drift monitoring implementation</li> </ul> <p>Open to all constructive criticism. Thanks for looking!</p> devops kubernetes machinelearning showdev