Introduction to Algorithmic Differentiation

Lecture+Tutorial

Contents

• intro and SNC++
• essential linear algebra
• essential calculus
• finite differences
• first derivative models
• Jacobian compression
• second derivative models
• Hessian compression
• higher derivative models
• Xmas lecture
• derivative code
• optimized derivative code
• computational complexity analysis