MLOps- 吴恩达Andrew Ng Overview of the ML Lifecycle and Deployment Week1 论文等资料汇总
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DeepLearningAI
https://www.youtube.com/c/Deeplearningai/videos
ML Ops 介绍,ML project Lifecycle
Week 1 Optional References
Week 1: Overview of the ML Lifecycle and Deployment
If you wish to dive more deeply into the topics covered this week, feel free to check out these optional references. You won’t have to read these to complete this week’s practice quizzes.
Papers
Konstantinos, Katsiapis, Karmarkar, A., Altay, A., Zaks, A., Polyzotis, N., … Li, Z. (2020). Towards ML Engineering: A brief history of TensorFlow Extended (TFX). http://arxiv.org/abs/2010.02013
Paleyes, A., Urma, R.-G., & Lawrence, N. D. (2020). Challenges in deploying machine learning: A survey of case studies. http://arxiv.org/abs/2011.09926
Sculley, D., Holt, G., Golovin, D., Davydov, E., & Phillips, T. (n.d.). Hidden technical debt in machine learning systems. Retrieved April 28, 2021, from Nips.c https://papers.nips.cc/paper/2015/file/86df7dcfd896fcaf2674f757a2463eba-Paper.pdf
参考
https://www.coursera.org/learn/introduction-to-machine-learning-in-production/supplement/c5tSK/week-1-optional-references
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