I like 'Encyclopedia of Chart Patterns' by Thomas Bulkowski. It goes over each of the major chart patterns and gives you statistics such as the reliability of each of the patterns, the failure rate, the average percent return, etc. The book that Johnny mentioned is a good overview of the patterns, but this book is useful becasue it gives you statistics along with a great description of each of the patterns.