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Machine Learning環境構築とかその他もろもろ
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2019年3月28日
機械学習・ディープラーニング向けGPUサーバー
「GPUクラウド byGMO」提供開始
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Business
Understanding
Data Under
Standing
Data
Preparation
Modeling
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Hidden TechnicalDebt in Machine Learning Systems https://papers.nips.cc/paper/5656-hidden-technical-debt-in-machine-learning-systems.pdf
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MLOpsの歩き方より n月刊ラムダノート
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Meet Michelangelo: Uber’s Machine Learning Platform https://eng.uber.com/michelangelo/
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Meet Michelangelo: Uber’s Machine Learning Platform https://eng.uber.com/michelangelo/
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仕事ではじめる機械学習がおススメです
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https://www.docker.com/
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https://ai.google/research/pubs/pub43438
Large-scale cluster management at Google with Borg
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Kubernetes, The Open and Scalable Approach to ML Pipelines
https://towardsdatascience.com/kubernetes-the-open-and-scalable-approach-to-ml-pipelines-1e972a965f0d
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TFX: A TensorFlow-Based Production-Scale Machine Learning Platform
https://www.kdd.org/kdd2017/papers/view/tfx-a-tensorflow-based-production-scale-machine-learning-platform
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Kubeflow Deep Dive – David Aronchick & Jeremy Lewi, Google (Intermediate Skill Level) (Slides Attached)
https://kccnceu18.sched.com/event/Drnd/kubeflow-deep-dive-david-aronchick-jeremy-lewi-google-intermediate-skill-level
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