Saurabh Yadav
6 posts

Saurabh Yadav retweetledi

END-TO-END MLOPS PIPELINE.
I'm working on an end-to-end MLOps project covering:
1. Data Ingestion
2. Feature Engineering
3. Training (parent/child models)
4. Inference using ONNX
5. MLflow for visualization and model registry
6. API design for ML projects
7. Docker
8. Orchestration (Prefect or Airflow)
9. Kubernetes
10. Frontend UI or Email
11. CI/CD
12. Model and Data Drift
13. Grafana and Prometheus
This project explores designing an MLOps pipeline, focusing on architecture and problem framing rather than model accuracy or innovation. It will be hosted on the cloud using a free tier or ~$10-20 budget. The project may result in a blog series, single blog, or e-book.
Stay tuned, I will publish it soon :)

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@the_kerala_girl Have u ever posted anything related real issues like - Jobs, education, health care, food etc...???
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I just published My Understanding of Machine Learning and AI medium.com/p/my-understan…
#AI #MachineLearning #ML

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