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I Replaced My Entire ML Pipeline With Open-Source Models — Cost Dropped 94%, Quality Dropped 3%

An AI researcher documents replacing her production ML pipeline with open-source alternatives. Inference costs dropped 94% while quality decreased only 3%. Includes exact benchmarks, cost tables, and honest assessment of tradeoffs.

By Mei-Lin Wu15388467.8k18 min6285.0Updated about 2 hours ago

Technologymachine-learningopen-sourcellm

ML Model Versioning Done Right with MLflow

A practical guide to ML model versioning using MLflow, covering the Model Registry, lifecycle management, and deployment.

By MLflow22983.4k6 min674.0Updated 17 minutes ago

Technologymlopsmlflowmachine-learning

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