article thumbnail

Building and Scaling Data Lineage at Netflix to Improve Data Infrastructure Reliability, and…

The Netflix TechBlog

We adopted the following mission statement to guide our investments: “Provide a complete and accurate data lineage system enabling decision-makers to win moments of truth.” Nonetheless, Netflix data landscape (see below) is complex and many teams collaborate effectively for sharing the responsibility of our data system management.

article thumbnail

Data Mining Problems in Retail

Highly Scalable

A retailer might be concerned with a variety of other metrics and this variety is so huge that there is a separate econometric discipline – propensity modeling [SG09, LE13] – that develops different models that predict customers’ future behaviors. The most important propensity models include: Predicted lifetime value.

Retail 152
article thumbnail

Bringing the Magic of Amazon AI and Alexa to Apps on AWS.

All Things Distributed

Today, there are thousands of machine learning scientists and developers applying machine learning in various places, from recommendations to fraud detection, from inventory levels to book classification to abusive review detection. in ML and neural networks) and access to vast amounts of data.

AWS 165