Recommendation systems are so successful in many products and services we interact with every day. Like 40% of app installs on Google Play and 60% of watch time on YouTube comes from recommendations. Not even to mention the well-known TikTok’s recommendation system.

Read the latest docs here. Rubix ML is a free open-source machine learning (ML) library that allows you to build programs that learn from your data using the PHP language.

Click prediction may be a simple binary classification problem, but it requires a robust system architecture to function in production at scale. At AdRoll, we leverage the AWS ecosystem along with a suite of third party tools to build the predictors that power our pricing engine, BidIQ.

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Patrick Winston is one of the greatest teachers at M.I.T., and for 27 years was Director of the Artificial Intelligence Laboratory (which later became part of CSAIL). Patrick teaches 6.034, the undergraduate introduction to AI at M.I.T. and a recent set of his lectures is available as videos.

Systems able to recognize sounds familiar to human listeners have a wide range of applications, from adding sound effect information to automatic video captions, to potentially allowing you to search videos for specific audio events.

If you ask 100 people for the definition of “artificial intelligence,” you’ll get at least 100 answers, if not more.