MLOps Notes

(Source: Link)

Overview

This is friendly technical guide on MLOps core concepts.

Beginner

This guide introduces the foundations of MLOps, a discipline combining machine learning and DevOps principles to streamline the deployment, management, and monitoring of machine learning models in production.

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Intermediate

It covers design patterns, best practices, and performance optimization for scaling machine learning workflows.

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Advanced

Tailored for advanced practitioners, with a focus on core concepts like production-grade pipelines, scalability, and optimization strategies.