├── Modern Windows Exploit Development.pdf ├── README.md ├── backprop.pdf ├── inftheory.pdf ├── matrixcalculus.pdf └── tensor_diff_calc.pdf /Modern Windows Exploit Development.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mtomassoli/papers/1a774593e6423bdd3b1a05889b68a210b29f9a7b/Modern Windows Exploit Development.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # My papers/tutorials 2 | 3 | #### Modern Windows Exploit Development.pdf 4 | 5 | This is a full book about *Hacking*. You need to know *assembly* and be somewhat comfortable with kernel debuggers and disassemblers. I try to explain everything from scratch except for assembly (because many tutorials about it are already available). 6 | 7 | ~~You can find the original posts the book is a compilation of on [my site](http://expdev-kiuhnm.rhcloud.com/).~~ 8 | 9 | ***Update***: The website is down, but all the material is finally available [here](https://github.com/mtomassoli/expdev). 10 | 11 | #### backprop.pdf (*backpropagation*) 12 | 13 | This is a thorough introduction to *backpropagation* as used in Machine Learning. 14 | 15 | #### inftheory.pdf (*Information Theory for Machine Learning*) 16 | 17 | This is a tutorial I wrote to solidify my understanding of basic *Information Theory* and can be used as a thorough and reasoned (i.e. everything is motivated) introduction to Information Theory especially for Machine Learning. 18 | 19 | #### matrixcalculus.pdf 20 | 21 | This is a tutorial about *Matrix Calculus* presenting Magnus and Neudecker's approach to Matrix Differential Calculus. 22 | 23 | #### tensor_diff_calc.pdf 24 | 25 | This is a tutorial about a novel approach to *Matrix Calculus* using *Tensors* which intends to be a *simplification* (at least on a conceptual level) of the approach reviewed in matrixcalculus.pdf. 26 | -------------------------------------------------------------------------------- /backprop.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mtomassoli/papers/1a774593e6423bdd3b1a05889b68a210b29f9a7b/backprop.pdf -------------------------------------------------------------------------------- /inftheory.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mtomassoli/papers/1a774593e6423bdd3b1a05889b68a210b29f9a7b/inftheory.pdf -------------------------------------------------------------------------------- /matrixcalculus.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mtomassoli/papers/1a774593e6423bdd3b1a05889b68a210b29f9a7b/matrixcalculus.pdf -------------------------------------------------------------------------------- /tensor_diff_calc.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mtomassoli/papers/1a774593e6423bdd3b1a05889b68a210b29f9a7b/tensor_diff_calc.pdf --------------------------------------------------------------------------------