Lectures on Probability Theory and Statistics : Ecole d’Eté de Probabilités de Saint Flour XXX 2000 In World Mathematical Year 2000 the traditional St. Flour Summer School was hosted jointly with the European Mathematical Society. Sergio Albeverio reviews the theory of Dirichlet forms and gives applications including partial differential equations stochastic dynamics of quantum systems quantum fields and the geometry of loop spaces. The second text by Walter Schachermayer is an introduction to the basic concepts of mathematical finance including the Bachelier and Black Scholes models. The fundamental theorem of asset pricing is discussed in detail. Finally Michel Talagrand gives an overview of the mean field models for spin glasses. This text is a major contribution towards the proof of certain results from physics and includes a discussion of the Sherrington Kirkpatrick and the p spin interaction models