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Math

Materials found: 62

  • Pareto dominance: comparing several criteria

    How to define “no worse anywhere” and recognize incomparable alternatives.

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    Math
  • Covariance: deviations together

    How averaging products of deviations describes joint linear variation.

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    Math
  • Sample variance and the estimated mean

    Why dividing by n and by n−1 answers different questions.

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    Math
  • Variance: the mean squared deviation

    How to measure spread without positive and negative deviations cancelling.

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    Math
  • Expected value: the mean of a distribution

    How to average possible values using their probabilities as weights.

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    Math
  • Random variables: a number for each outcome

    How a rule assigning numbers differs from an observed value.

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    Math
  • Statistical independence

    When learning one event does not change the probability of another.

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    Math
  • Conditional probability: reweighting after a condition

    How new information changes which outcomes remain under consideration.

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    Math
  • Event probability in a finite model

    How an event inherits probability from its outcomes.

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    Math
  • Arithmetic mean of observations

    How observed values form an average, and why that differs from a distribution’s expectation.

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    Math
  • The Riemann integral: accumulating signed contributions

    How sums over small pieces lead to a definite integral.

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    Math
  • Gradient descent: stepping against the gradient

    Why a descent direction still needs a suitable step length.

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    Math
  • The gradient: a vector of local changes

    How partial derivatives combine into a local linear model.

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    Math
  • Partial derivatives: changing one coordinate

    How to measure one variable’s local effect while holding the others fixed.

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    Math
  • Derivatives: local rates of change

    How a limit of difference quotients becomes a local linear approximation.

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    Math
  • Function limits: making “approaches” precise

    Why a limit concerns nearby values rather than the value at the point itself.

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    Math
  • Limits of sequences

    What it means for every sufficiently late term to be close enough.

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    Math
  • Matrix Multiplication: A Row Meets a Column

    Matching shapes, multiplying a row against a column, and adding contributions.

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    Math
  • Transposition: Swapping Rows and Columns

    How rows become columns while entries are preserved and shape changes.

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    Math
  • Matrices: Tables With Two Indices

    Rows, columns, shape, and reading an entry through two indices.

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    Math
  • Elementwise Products: Keeping the Coordinates

    Multiplying corresponding coordinates while keeping a separate result in every position.

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    Math
  • Vector Norms: Choosing a Notion of Length

    The length axioms, choosing a ruler, and three norms of the same vector.

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    Math
  • Dot Products: Two Vectors Become One Number

    Pairwise coordinate products are added into one signed scalar result.

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    Math
  • Coordinate Vectors: Order and Dimension

    Why coordinate order and dimension are part of a vector’s meaning.

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    Math
  • Supremum: the least upper bound

    How to identify an upper edge without requiring attainment.

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    Math
  • Infimum: the greatest lower bound

    How to describe a lower edge even when no value attains it.

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    Math
  • Argmax: the set of maximizing inputs

    How to return the indices of top scores while preserving ties.

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    Math
  • Argmin: the set of minimizing inputs

    How to identify every input achieving the smallest function value.

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    Math
  • A function’s maximum: the largest attained value

    How an upper bound becomes a maximum only when attained.

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    Math
  • A function’s minimum: the smallest attained value

    Why a lower bound must also be a value at an admissible input.

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    Math
  • Indicators: Turning Conditions Into Zero or One

    Turning checks into zeros and ones to count successes and calculate their proportion.

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    Math
  • Preimages: Which Inputs Reach a Chosen Set?

    Finding every input that reaches a target set, even without an inverse function.

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    Math
  • Inverse Functions: Recovering Inputs From Outputs

    When an output uniquely recovers its input, and why an inverse function is not a reciprocal.

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    Math
  • Function Composition: Feeding One Output Into Another

    Feeding one function’s output into another, and why order changes the answer.

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    Math
  • Functions: One Output for Every Input

    The domain, codomain, and actual outputs of a single-valued rule.

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    Math
  • Real Intervals: Are the Endpoints Included?

    Open and closed endpoints, fractional interior points, and infinite boundaries.

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    Math
  • Proof: Why an Example Is Not Enough

    An arbitrary case instead of a sample: examples, proofs, and counterexamples.

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    Math
  • The Existential Quantifier: One Witness Is Enough

    Witnesses of existence, the difference from uniqueness, and empty domains.

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    Math
  • The Universal Quantifier: A Condition for Every Element

    What for every means, how a counterexample works, and why choice order matters.

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    Math
  • Equivalence: Both Directions at Once

    When conditions can replace one another, and why both directions need proof.

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    Math
  • Implication: What “If, Then” Promises

    Sufficient and necessary conditions, and the only way an if–then promise can fail.

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    Math
  • Disjunction: At Least One Condition Is Enough

    Inclusive or: one successful condition is enough, and two are allowed.

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    Math
  • Conjunction: Both Conditions Must Hold

    Logical and: both checks must pass for the same candidate.

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    Math
  • Negation: Reversing a Truth Value

    Reversing a condition’s truth without losing the equality boundary.

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    Math
  • Predicates: Conditions With Arguments

    Why a condition needs an argument, and how substitution produces a truth value.

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    Math
  • Binomial Coefficients: Choosing Without Order

    Counting selections while removing different orders of the same chosen set.

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    Math
  • Factorials: Counting Arrangements

    Why a product of consecutive integers counts arrangements of distinct objects.

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    Math
  • Finite Products: Reading the Product Sign

    Indexed factors, the identity value one, and the difference between products and sums.

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    Math
  • Finite Sums: Reading the Summation Sign

    Indices, inclusive bounds, and accumulating the result of a finite sum.

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    Math
  • Remainders: Reading a mod m

    The unique decomposition a = qm + r, its remainder range, and negative inputs.

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    Math
  • The Ceiling Function: Rounding Up

    The least integer above a value: counting pages, including the partly filled last one.

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    Math
  • The Floor Function: Rounding Down

    The greatest integer below a value, and why floor differs from truncation for negative inputs.

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    Math
  • Logarithms: Finding the Exponent

    Finding an exponent, keeping the base explicit, and checking the product rule.

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    Math
  • Roots: Recovering a Power’s Input

    How a root selects a value, and why a square equation can have two solutions.

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    Math
  • Exponentiation: Repeated Multiplication

    Bases, zero and negative exponents, and why parentheses change the result.

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    Math
  • Proportionality: a constant ratio

    Why two increasing quantities need not be proportional.

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    Math
  • Approximation and error

    How to state an error tolerance and decide whether an approximation is useful.

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    Math
  • Absolute Value: Distance From Zero

    Distance from zero: negative and positive points can share an absolute value.

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    Math
  • Real Numbers: Points on the Number Line

    The number line, irrational values, and the difference between exact numbers and approximations.

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    Math
  • Rational Numbers: Ratios of Integers

    Numbers as ratios of integers: equivalent fractions and the nonzero denominator requirement.

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    Math
  • Integers: Counting on Both Sides of Zero

    Positive and negative integers, zero, and the limits of integer division.

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    Math
  • Natural Numbers: Counting Discrete Objects

    Which values count discrete objects, and why the zero convention must be stated.

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    Math