Introduction

• Overview

Summary

• Table of Contents

Generative AI

• What is Generative AI?
• Machine Learning
  • Deep Learning
  • Neural Networks
    • Neuron
    • Perceptron
    • Weights
    • Features
    • Bias
    • Classification
    • Regression
      • Linear Regression
      • Polynomial Regression
      • Ridge Regression
      • Lasso Regression
      • Logistic Regression
    • Multi-Layer Perceptron
    • Generative Adversarial Networks

Models

• What is a Model?
  • LLM
  • Datasets
  • VAE
  • Training
  • Inference
  • Evaluation
  • Decision Trees
  • Support Vector Machines

RAG

• What is RAG?
• Embedders