# papers

**Repository Path**: Y_F_Wang/papers

## Basic Information

- **Project Name**: papers
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-09-24
- **Last Updated**: 2020-12-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# My papers/tutorials

#### Modern Windows Exploit Development.pdf

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).

You can find the original posts the book is a compilation of on [my site](http://expdev-kiuhnm.rhcloud.com/).

#### backprop.pdf (*backpropagation*)

This is a thorough introduction to *backpropagation* as used in Machine Learning.

#### inftheory.pdf (*Information Theory for Machine Learning*)

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.

#### matrixcalculus.pdf

This is a tutorial about *Matrix Calculus* presenting Magnus and Neudecker's approach to Matrix Differential Calculus.

#### tensor_diff_calc.pdf

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.