[A version of this post appears on the O’Reilly Radar.] The O’Reilly Data Show Podcast: Adam Marcus on intelligent systems and human-in-the-loop computing. Subscribe to the O’Reilly Data Show Podcast to explore the opportunities and techniques driving big data, data science, and AI. Find us on Stitcher, TuneIn, iTunes, SoundCloud, RSS. In this episode ofContinue reading “Building human-assisted AI applications”
Tag Archives: crowdsource
Building a business that combines human experts and data science
The O’Reilly Data Show podcast: Eric Colson on algorithms, human computation, and building data science teams. [A version of this post appears on the O’Reilly Radar.] Subscribe to the O’Reilly Data Show Podcast to explore the opportunities and techniques driving big data and data science. In this episode of the O’Reilly Data Show, I spokeContinue reading “Building a business that combines human experts and data science”
Real-world Active Learning
Beyond building training sets for machine-learning, crowdsourcing is being used to enhance the results of machine-learning models: in active learning, humans take care of uncertain cases, models handle the routine ones. Active Learning is one of those topics that many data scientists have heard of, few have tried, and a small handful know how toContinue reading “Real-world Active Learning”
Crowdsourcing Feature discovery
More than algorithms, companies gain access to models that incorporate ideas generated by teams of data scientists [A version of this post appears on the O’Reilly Data blog and Forbes.] Data scientists were among the earliest and most enthusiastic users of crowdsourcing services. Lukas Biewald noted in a recent talk that one of the reasonsContinue reading “Crowdsourcing Feature discovery”