PaddlePaddle Fluid: Elastic Deep Learning on Kubernetes at Baidu

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Benny Nguyen 2018-02-07 20:30:49 +08:00
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# Awesome Scalability, Availability, and Stability Back-end Design Patterns # Awesome Scalability, Availability, and Stability Back-end Design Patterns
A curated list of selected readings to illustrate Scalability, Availability, and Stability Design Patterns in Back-end Development. Concepts are explained in the articles of notable engineers (Werner Vogels, James Hamilton, Martin Fowler, Robert C. Martin, Tom White, etc) and high quality reference sources (highscalability.com, infoq.com, etc). Case studies are taken from battle-tested systems those are serving millions of users (Netflix, Instagram, Riot Games, LINE, Expedia, etc). A curated list of selected readings to illustrate Scalability, Availability, and Stability Design Patterns in Back-end Development. Concepts are explained in the articles of notable engineers (Werner Vogels, James Hamilton, Martin Fowler, Robert C. Martin, Tom White, etc) and high quality reference sources (highscalability.com, infoq.com, etc). Case studies are taken from battle-tested systems those are serving millions to billions of users (Netflix, Baidu, Flipkart, LINE, Spotify, Expedia, etc).
#### What if your Back-end went slow? #### What if your Back-end went slow?
> Understand your problems: performance problem (slow for a single user) or scalability problem (fast for a single user but slow under heavy load) by reviewing [design principles](#principles). You can also check some [talks](#talks) of elite engineers from tech giants (Google, Facebook, Netflix, etc) to see how they build and scale their systems. > Understand your problems: performance problem (slow for a single user) or scalability problem (fast for a single user but slow under heavy load) by reviewing [design principles](#principles). You can also check some [talks](#talks) of elite engineers from tech giants (Google, Facebook, Instagram, etc) to see how they build and scale their systems.
#### What if your Back-end went down? #### What if your Back-end went down?
> "Even if you lose all one day, you can build all over again if you retain your calm!" - Thuan Pham, CTO at Uber Technologies Inc. > "Even if you lose all one day, you can build all over again if you retain your calm!" - Thuan Pham, CTO at Uber Technologies Inc.
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* [Learning with Privacy at Scale - Differential Privacy Team, Apple](https://machinelearning.apple.com/2017/12/06/learning-with-privacy-at-scale.html) * [Learning with Privacy at Scale - Differential Privacy Team, Apple](https://machinelearning.apple.com/2017/12/06/learning-with-privacy-at-scale.html)
* [Image Classification Experiment Using Deep Learning at Mercari](https://medium.com/mercari-engineering/mercaris-image-classification-experiment-using-deep-learning-9b4e994a18ec) * [Image Classification Experiment Using Deep Learning at Mercari](https://medium.com/mercari-engineering/mercaris-image-classification-experiment-using-deep-learning-9b4e994a18ec)
* [Content-based Video Relevance Prediction at Hulu](https://medium.com/hulu-tech-blog/content-based-video-relevance-prediction-b2c448e14752) * [Content-based Video Relevance Prediction at Hulu](https://medium.com/hulu-tech-blog/content-based-video-relevance-prediction-b2c448e14752)
* [PaddlePaddle Fluid: Elastic Deep Learning on Kubernetes at Baidu](http://research.baidu.com/paddlepaddle-fluid-elastic-deep-learning-kubernetes/)
* [Distributed Architecture in Financial Systems](https://medium.com/@sofie_4036/lets-build-a-bank-service-architecture-410dca881291) * [Distributed Architecture in Financial Systems](https://medium.com/@sofie_4036/lets-build-a-bank-service-architecture-410dca881291)
* [Building a Modern Bank Backend at Monzo](https://monzo.com/blog/2016/09/19/building-a-modern-bank-backend/) * [Building a Modern Bank Backend at Monzo](https://monzo.com/blog/2016/09/19/building-a-modern-bank-backend/)
* [Choosing an Architecture for Core Banking System at TrustBK](https://blog.trustbk.com/choosing-an-architecture-85750e1e5a03) * [Choosing an Architecture for Core Banking System at TrustBK](https://blog.trustbk.com/choosing-an-architecture-85750e1e5a03)