This week's book giveaway is in the OCAJP 8 forum. We're giving away four copies of OCA Java SE 8 Programmer I Study Guide and have Edward Finegan & Robert Liguori on-line! See this thread for details.
There does not appear to be any focus on time series analysis/prediction within the book. Time series analysis seems to be more of a niche to warrant any extensive coverage within a general machine learning book. But there are a number of books that either focus on it or give it substantial treatment, however they typically assume strong familiarity with machine learning and statistical methods in general so they are not as introductory.