Last week we announced (https://www.quantopian.com/posts/new-feature-comprehensive-backtest-analysis) the new library we wrote called pyfolio (https://github.com/quantopian/pyfolio) to do comprehensive backtest analysis.
One special feature is the Bayesian analysis that is included. A lot of this work is the result of a summer intern project with Sepideh Sadeghi. See here for a blog post that explains the statistics and benefits of the Bayesian analysis in more depth: http://blog.quantopian.com/bayesian-cone and then come back here to check out the NB that shows you how to do the analyses for your own backtests.