AI Security

What is AI

  • Machiens that have an artificial neural network inspired by the human brain to solve complex problem

The perception

  • Fundamental building block of Neural Network

    • Inputs (x)

Tokenization

  • To get data into model (neural networks), the first step is to convert the text into numbers

  • This is called tokenization

Embedding

  • Embedding capture the relationships between words as numbers

  • Each token has an array of parameters

  • A parameter is a value between 0-1

  • Each parameter represents an attribute

LLM

  • LLMs are based on the transformer architecture, introduced in 2017 by google resarch in a papaer called "Attention is All you Need"

Threat Landscape

  • OWASP GenAI Security Project

  • MITRE ATLAS

  • Model Context Protocol

Cisco AI Defense

Emerging Technology

Reference

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