*I really don’t have relevant back ground to give expert advice. This article is purely for my own learning. I will appreciate, if you can provide me with relevant tutorial or you notify any error here*
long list of lecture notes: http://web2.uwindsor.ca/math/hlynka/stochOnline.html
Some advance level: http://elegans.som.vcu.edu/~leon/algebra/
Eoc phd notes: http://econphd.econwiki.com/notes.htm
Very good book for undergrad engineering math and stats (Particularly great companion with John Hull’s OFD) : Brownian Motion Calculus
or Any elementary stochastic process book [ Ross, Lefebvre ]
Basic stochastic simulation
I will post relevant resources and sample code in R/Matlab for each section.