Haven't read it myself, just wanted to mention it here. Feedback is welcome.
Ernest P. Chan. Machine Trading: Deploying Computer Algorithms to Conquer the Markets ISBN-13: 978-1119219606
He mentioned it in his Quantiacs webinar "Machine Larning for Quantitative Trading". Skip to 37:00 to hear why neural networks tend to fail in trading.