AI Best Practices

• https://www.datarevenue.com/en-blog/building-ai-projects-or-hiltch-skyline-ai
• https://medium.com/thelaunchpad/the-ml-surprise-f54706361a6c
• Beyond algorithms: making data science work for your startup https://foundersfactory.com/news/data-science-startup

Search Ranking

• https://medium.com/airbnb-engineering/machine-learning-powered-search-ranking-of-airbnb-experiences-110b4b1a0789

Recommender Systems

• https://towardsdatascience.com/recommender-systems-in-practice-cef9033bb23a

Stitch Fix Recommender System:

• https://www.aaai.org/ocs/index.php/HCOMP/HCOMP13/paper/viewFile/7494/7429

https://patentimages.storage.googleapis.com/83/08/75/87d6ecec0d07e1/US20160292769A1.pdf

Other Materials/Readings

• https://multithreaded.stitchfix.com/blog/2016/03/16/engineers-shouldnt-write-etl/
• https://www.confetti.ai/assets/ml-primer/ml_primer.pdf A primer of major ML material, with explanations and examples
• https://github.com/academic/awesome-datascience - A highly in-depth github page with material ranging from books, podcasts and training material to datasets and packages.
• https://github.com/aaronwangy/Data-Science-Cheatsheet - A 2 page data science cheatsheet with great coverage on major Data Science topics
• The Batch AI newsletter- https://www.deeplearning.ai/the-batch/
• Guide to AI- https://nathanbenaich.substack.com/?utm_source=airstreet-web&utm_medium=website&utm_campaign=airstreet-portfolio
• The State of AI Report- https://www.stateof.ai//?utm_source=airstreet-web&utm_medium=website&utm_campaign=airstreet-portfolio