Multivariate Calculus and Optimization · free preview

Gradients of Vector-Valued Functions

Gradients of Vector-Valued Functions

1. Gradients of Vector-Valued Functions

Gradients of Vector-Valued Functions

2. Gradients of Vector-Valued Functions (2)

Gradients of Vector-Valued Functions (2)

3. Gradients of Vector-Valued Functions (3)

Gradients of Vector-Valued Functions (3)

4. Gradients of Vector-Valued Functions (4)

Gradients of Vector-Valued Functions (4)

5. Gradients of Vector-Valued Functions (5)

Gradients of Vector-Valued Functions (5)

6. Gradients of Vector-Valued Functions (6)

Gradients of Vector-Valued Functions (6)

7. Gradients of Vector-Valued Functions (7)

Gradients of Vector-Valued Functions (7)

8. Gradients of Vector-Valued Functions (8)

Gradients of Vector-Valued Functions (8)

9. Gradients of Vector-Valued Functions (9)

Gradients of Vector-Valued Functions (9)

10. Gradients of Vector-Valued Functions (10)

Gradients of Vector-Valued Functions (10)

11. Gradients of Vector-Valued Functions (11)

Gradients of Vector-Valued Functions (11)

12. Jacobian of a vector-valued function

For f:Rn→Rmf: \mathbb{R}^n \to \mathbb{R}^m, the Jacobian JJ has shape

13. Chain rule for composed maps

For h(x)=g(f(x))h(x) = g(f(x)), the Jacobian of hh is

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