Machine Learning for the Real World: If Your Hair Doesn't Turn Gray You're not Paying Enough Attention
Rich Caruana

Testing Stochastic Processes through Reinforcement Learning
François Laviolette and Sami Zhioua

Can we Learn in the ER?
William Elazmeh

Guiding Class Selection for an Artificial Nose
Rachel Lomaski, Carla E. Brodley, Matthew Aernecke, Sandra Bencic, and David Walt

Research Issues in Deployed Adaptive Systems
Tom Dietterich

Challenges for Machine Learning in Space
Kiri Wagstaff

Assessing Invariance Properties of Evaluation Measures
Marina Sokolova

Machine Learning for Complex Processes: You might be driving in neuro-steel
Volker Tresp and Bernhard Lang