Fundamentals of Statistics contains material of various lectures and courses of H. Lohninger on statistics, data analysis and here for more.

Literature References - Neural Networks

[Anderson 1990] J.A. Anderson, A. Pellionisz, E. Rosenfeld (eds.) 
Neurocomputing 2: Directions for Research 
MIT Press, Cambridge 1990, Massachusetts 
[Freeman 1991] J.A. Freeman, D.M. Skapura 
Neural networks. Algorithms, applications, and programming techniques 
Addison-Wesley, Reading 1991 
[Hertz 1991] J. Hertz, A. Krogh, and R.G. Palmer
Introduction to the Theory of Neural Computation
Addison-Wesley Publishing Company, 1991. 
[Kohonen 1989] T. Kohonen 
Self-organization and associative memory 
Springer, New York 1989