ML use cases in the industry #
There are various use cases for machine learning, one good way to learn how they work in production is reading tech blogs! A lot of tech companies actually host their own tech blogs or write on Medium. These blogs provide great ways to learn how ML is used across the industry.
Regression problems #
https://medium.com/airbnb-engineering/using-machine-learning-to-predict-value-of-homes-on-airbnb-9272d3d4739d name name name name name
Classification problems #
Graph modeling #
https://medium.com/walmartglobaltech/retail-graph-walmarts-product-knowledge-graph-6ef7357963bc name name name name name
Experiment design and platforms #
https://shopify.engineering/using-quasi-experiments-counterfactuals name name name name name
MLOps and production ML design #
Machine Learning in production: the Booking.com approach name name name