Multivariable and vector calculus

Build the local and integral calculus of several variables through Jacobians, Hessians, coordinate changes, curves, surfaces, and conservation laws.

10 published lessons1 module289 min of guided study
  1. 01
    Multivariable and vector calculuscore · 10 lessons

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Multivariable and vector calculus

Build the local and integral calculus of several variables through Jacobians, Hessians, coordinate changes, curves, surfaces, and conservation laws.

  1. 01

    Total differentiability and linear approximation

    Replace separate coordinate slopes with one linear map that controls errors in every direction.

    26 min
  2. 02

    The chain rule, gradients, and Jacobians

    Compose local linear maps in the correct order and distinguish gradients from general derivatives.

    27 min
  3. 03

    Multivariable Taylor expansions and Hessians

    Use second-order structure to classify stationary points and certify local approximation errors.

    28 min
  4. 04

    Inverse maps and implicit level sets

    Identify when a nonlinear map has a local inverse and when an equation defines a smooth graph.

    29 min
  5. 05

    Multiple integrals and iterated integration

    Translate a region into correct bounds and identify when changing integration order is justified.

    28 min
  6. 06

    Change of variables and Jacobian determinants

    Transform integration regions while accounting for local area or volume scale and multiplicity.

    29 min
  7. 07

    Curve parametrizations and line integrals

    Distinguish accumulated scalar density from oriented work and test when path independence is justified.

    29 min
  8. 08

    Surface parametrizations and flux integrals

    Build surface area and oriented flux from tangent vectors, cross products, and a consistent normal.

    30 min
  9. 09

    Divergence, curl, and local conservation

    Connect derivative combinations with local outflow, circulation, and the balance of a conserved density.

    31 min
  10. 10

    Green's, Stokes', and divergence theorems

    Relate interior derivatives to oriented boundary integrals while checking domains, regularity, and signs.

    32 min
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