DFYS AutoDiff Documentation

• Table of Contents
• Background
  • Introduction
  • Mathematical Background
• Installation
  • Install Through PyPI
  • Install Manually
• Getting Started
  • Univariate Functions
  • Multivariate Functions
  • Vector Functions
• Libraries Demo
  • autodiff.forward
    • Univariate Functions
    • Multivariate Functions
    • Vector Functions
  • autodiff.rootfinding
  • autodiff.optimize
    • autodiff.optimize.gradient_descent
    • autodiff.optimize.newton
    • autodiff.optimize.gradient_descent
    • autodiff.optimize.bfgs
  • autodiff.plot
  • autodiff.backprop
• Implementation Details
  • High-level Design
    • Core Functions: Static Structure
    • Core Functions: Dynamic Behavior
    • On Second Order derivatives
  • Core Classes
  • External Dependencies
• Functions Details
  • Autodiff.forward
  • Autodiff.backprop
  • Autodiff.rootfinding
  • Autodiff.optimize
  • Autodiff.plot
• Software Organization
  • Directory Structure
  • Modules
  • Test Automation
  • Distribution
• Future Development
  • 1. Optimization
  • 2. Extensions
  • 3. Improvement

This project is hosted on GitHub and PyPI.