|Sent on:||Friday, October 29, 2010 12:54 PM|
Make Machines Learn for Us
One advantage for being human is that we are able to learn. We gain even more advantage if we can make machines learn for us.? On this event, we are going to learn what machine learning is about from experts. Machine learning is being applied to optimize and automate many processes including search engine, online ad platform, customer intelligence, etc.? Hope you will get some ideas from the presentations that will help you implement machine learning in your applications.
Evgeniy Gabrilovich from Yahoo Research will present "Machine learning in computational advertising: algorithms and applications": Online advertising is the primary economic force behind numerous Internet services ranging from major Web search engines to obscure forums. A new discipline - Computational Advertising - has recently emerged, which studies the process of advertising on the Internet from a variety of angles. A successful advertising campaign should be integral to the user experience and relevant to the users' information needs, as well as economically worthwhile to the advertiser and the publisher. This talk will survey the use of machine learning techniques in designing computational advertising systems. We demonstrate how to enrich query representation using Web search results, and thus use the Web as a repository of relevant query-specific knowledge. We also discuss the findings of our studies on when to advertise, as well as the insights we gained by studying how users interact with the ads.
Ted Dunning will talk about Mahout, the new open source tool for
large scale machine learning. He will present a quick overview of the
goals and major capabilities of Mahout in the brand new 0.4 release and
then will drill down into the recently added classification framework
that allows Mahout to be deployed in production settings for high volume
training and classification tasks such as ad quality estimate, detailed
offer targeting and fraud detection.
|6:30 PM - 9:00 PM November 3, 2010|
|Cubberley Community Center - Room H-1|
|4000 Middlefield Road|