Extend calculus to a function of two inputs: its domain, the surface it graphs, and its cross-sections and contour plots. Differentiate it one variable at a time with the rules you already know, then differentiate again to reach the four second-order partials and the Mixed Derivative Theorem, under which the two mixed partials agree.
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Level curves and contour plots
Learn how a horizontal plane cuts a surface into a level curve, and how to find that curve by solving . Then read a contour plot: which way is uphill, where the surface is steep or shallow, and where its peaks and basins lie.
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Second-order partial derivatives
Learn how to read the four second-order partial derivatives of a function of two variables in both notations, and understand what each one measures: a repeated variable gives the concavity of a cross-section, and a mixed partial gives how the slope in one direction changes as the other variable increases.
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Lesson 03 · Level curves and contour plots
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The 8 lessons in this unit. Expand any one to see what it covers. Each unlocks when its own prerequisites are passed.
01
Functions of two variables
12 questions
Learn what a function of two variables is and how to evaluate one at an ordered pair. Then find the domain as a region of the -plane, and decide whether its boundary curve belongs to the domain.
Covers
Evaluating a function of two variables
The domain as a region of the -plane
The boundary of the domain
02
Graphs and cross-sections of a function of two variables
8 questions
Learn how to picture a function of two variables as a surface in three dimensions, test whether a given point lies on that surface, and fix one input to cut the surface into a familiar one-variable curve.
Covers
The graph of as a surface
Cross-sections of a surface
03
Level curves and contour plots
8 questions
Learn how a horizontal plane cuts a surface into a level curve, and how to find that curve by solving . Then read a contour plot: which way is uphill, where the surface is steep or shallow, and where its peaks and basins lie.
Covers
Level curves
Reading a contour plot
04
What is a partial derivative?
10 questions
Learn what a partial derivative is: the rate at which a function of multiple variables changes as one input moves and the others are held fixed. Then read the signs, zeros and relative sizes of partial derivatives straight off a contour plot.
Covers
The partial derivative at a point
Reading a partial derivative from a graph
05
Computing partial derivatives
14 questions
Learn how to compute a partial derivative: evaluate one at a point by fixing the held input first, then produce it as a formula by treating the other variable as a constant. The same method extends to functions of three or more inputs, where every variable except the one named is held fixed.
Covers
Evaluating a partial derivative at a point
Computing a partial derivative
Partial derivatives of functions of more than two variables
06
Product and chain rules for partial derivatives
12 questions
Learn when a partial derivative needs the product rule and how to apply it. Then differentiate composite functions where the variable held constant enters through the inner derivative.
Covers
Differentiating a product
Differentiating a composite
07
Second-order partial derivatives
12 questions
Learn how to read the four second-order partial derivatives of a function of two variables in both notations, and understand what each one measures: a repeated variable gives the concavity of a cross-section, and a mixed partial gives how the slope in one direction changes as the other variable increases.
Covers
The four second-order partials
What and measure
What and measure
08
Computing second-order partials
10 questions
Learn how to compute the second-order partial derivatives of a function of several variables by differentiating a first partial derivative once more, and understand why the Mixed Derivative Theorem lets a mixed partial be computed in whichever order is less work.
Covers
Computing second-order partials
The Mixed Derivative Theorem
This unit is part of our Essential Calculus for ML learning path, which contains 154 lessons. Every one of them is drawn below.
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8 lessons in this unit
80 prerequisite lessons across the unit, counting every step back to the start
66 other lessons in the learning path - after this unit, or alongside it
Builds on: Derivatives
Leads to: Double integrals
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More in Calculus: Limits, Derivatives, Integrals, Double integrals