DonorsChoose.org is a United States-based nonprofit organization that allows individuals to donate directly to public school classroom projects. At any given time, there are thousands of classroom requests that can be brought to life with a gift of any amount. Right now, a large number of volunteers is needed to manually screen each submission before it's approved to be posted on the DonorsChoose.org The goal of the competition is to predict whether or not a DonorsChoose.org The competition dataset contains information from teachers' project applications to DonorsChoose.org

Email remains one of the most highly valued channels that brands use to engage an audience and drive ROI, but in today's complex retail environment, email often falls short of its goals. Audiences expect fully personalized customer experiences, including when, what, where, and how they receive content from brands. Yesterday's email marketing campaigns only go so far in meeting today's heady customer expectations. As a result, brands have been turning to artificial intelligence to gain insights into their audience, and get reliable content recommendations and behavioral predictions based on powerful data. See how three brands have been using artificial intelligence to craft personalized email journeys for their subscribers and achieve their email marketing goals.