Production ML Articles

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11/29/2021 • EN

The Modern ML Monitoring Mess: Rethinking Streaming Evaluation (1/4)

A critique of current ML monitoring tools and a proposal for rethinking evaluation in streaming machine learning systems.

DevOps ML Monitoring Mlop Production ML Streaming Evaluation

Shreya Shankar

1/10/2021 • EN

Real-time Machine Learning For Recommendations

A technical deep dive into real-time machine learning for recommendation systems, comparing approaches in China and the US and discussing implementation.

Machine Learning Production ML real-time systems recommendation systems

Eugene Yan

11/1/2020 • EN

Chip Huyen on Her Career, Writing, and Machine Learning

An interview with Chip Huyen about her journey from a small village to Stanford and a career in ML, her writing, and thoughts on machine learning in production.

Career Machine Learning Production ML Stanford Writing

Eugene Yan

Production ML Articles

The Modern ML Monitoring Mess: Rethinking Streaming Evaluation (1/4)

Real-time Machine Learning For Recommendations

Chip Huyen on Her Career, Writing, and Machine Learning

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