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Marianna Diachuk

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Deploying ML models and all the things that go wrongBuild Stuff 20212021-11-17
Deployment experience since 2017 shows concrete pitfalls: a brittle custom prediction service ends up hosting 20+ models on an unscalable architecture, causing…
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Alice and Mad Hatter....Scale By the Bay 20212021-10-28
Built a Scala Spark pipeline that turns raw records into cached RDD vectors, applies RDD vector normalization (mean/stddev), trains KMeans (rerunning to avoid…
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intro videoScale By the Bay 20212021-10-28
Conference intro previews a case study that builds a prediction pipeline around a narrative called Alice and the Mad Hatter, contrasts a data scientist…
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Deploying ML Models and the Things That Go WrongConf42 Machine Learning 20212021-07-29
Hands-on account of deploying models since 2017 with concrete tradeoffs: choosing dedicated deployment engineers versus expecting data scientists to own…
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AI is everywhere!Build Stuff 20202020-11-11
Panelists give concrete guidance: take the Johns Hopkins Data Science Specialization or courses on deeplearning.ai, use Kaggle to practice, and prefer API…
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Applying deployment oriented mindset for building Machine Learning modelsData Science fwdays'192019-09-07
Claims hands‑on experience building two deployment services and improving their architecture, with concrete tools and fixes: use of SageMaker…
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