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Add AB testing practices, data security, and some ML applications #183

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Merge branch 'main' into dev
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eugeneyan authored Oct 31, 2021
commit 07283ab53c8c0b5f95f880b68063c241b34d514f
8 changes: 5 additions & 3 deletions README.md
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Expand Up @@ -486,8 +486,9 @@ P.P.S, Looking for guides and interviews on applying ML? 👉[`applyingML`](http
7. [LyftLearn: ML Model Training Infrastructure built on Kubernetes](https://eng.lyft.com/lyftlearn-ml-model-training-infrastructure-built-on-kubernetes-aef8218842bb) `Lyft`
8. ["You Don't Need a Bigger Boat": A Full Data Pipeline Built with Open-Source Tools](https://github.com/jacopotagliabue/you-dont-need-a-bigger-boat) ([Paper](https://arxiv.org/abs/2107.07346)) `Coveo`
9. [Core Modeling at Instagram](https://instagram-engineering.com/core-modeling-at-instagram-a51e0158aa48) `Instagram`
10. [Evolving Reddit’s ML Model Deployment and Serving Architecture](https://www.reddit.com/r/RedditEng/comments/q14tsw/evolving_reddits_ml_model_deployment_and_serving/) `Reddit`

10. [Open-Sourcing Metaflow - a Human-Centric Framework for Data Science](https://netflixtechblog.com/open-sourcing-metaflow-a-human-centric-framework-for-data-science-fa72e04a5d9) `Netflix`
11. [MLOps at GreenSteam: Shipping Machine Learning](https://neptune.ai/blog/mlops-at-greensteam-shipping-machine-learning-case-study) `GreenSteam`
12. [Evolving Reddit’s ML Model Deployment and Serving Architecture](https://www.reddit.com/r/RedditEng/comments/q14tsw/evolving_reddits_ml_model_deployment_and_serving/) `Reddit`

## Practices
1. [Practical Recommendations for Gradient-Based Training of Deep Architectures](https://arxiv.org/abs/1206.5533) ([Paper](https://arxiv.org/pdf/1206.5533.pdf)) `Yoshua Bengio`
Expand All @@ -504,7 +505,8 @@ P.P.S, Looking for guides and interviews on applying ML? 👉[`applyingML`](http
11. [The problem with AI developer tools for enterprises](https://towardsdatascience.com/the-problem-with-ai-developer-tools-for-enterprises-and-what-ikea-has-to-do-with-it-b26277841661) `Databricks`
12. [Maintaining Machine Learning Model Accuracy Through Monitoring](https://doordash.engineering/2021/05/20/monitor-machine-learning-model-drift/) `DoorDash`
13. [Building Scalable and Performant Marketing ML Systems at Wayfair](https://www.aboutwayfair.com/careers/tech-blog/building-scalable-and-performant-marketing-ml-systems-at-wayfair) `Wayfair`
14. [5 Steps for Building Machine Learning Models for Business](https://shopify.engineering/building-business-machine-learning-models) `Shopify`
14. [Our approach to building transparent and explainable AI systems](https://engineering.linkedin.com/blog/2021/transparent-and-explainable-AI-systems) `LinkedIn`
15. [5 Steps for Building Machine Learning Models for Business](https://shopify.engineering/building-business-machine-learning-models) `Shopify`

## Team structure
1. [Engineers Shouldn’t Write ETL: A Guide to Building a High Functioning Data Science Department](https://multithreaded.stitchfix.com/blog/2016/03/16/engineers-shouldnt-write-etl/) `Stitch Fix`
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