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data_science2.md

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  • Distance in the Plane

Recall that Pythagorean Formula is: Z^2 = X^2 + Y^2

Distance Formula: Dist(A,C)= Sqrt((C-A)^2 + (D-B)^2)

  • Nearest neighbours How far away is one point from another vs another point

Lines in the Plane, Part I Y - Y1 = M(X - X1) = point slope

Y = Mx + b -> Slope, Intercept, Part 2

Slope M, is (Y1 - Y) / (X1 - X)

  • Clustering

  • Point slope formula of line

If a line l has slope M and if (X, Y) is any point on the line then l has equation Y1 - Y = M(X1 - X)

If a line l has slope M and l hits the Y axis at the point (0, b) then y = mx + b is an equation for the line. M is the slope and b is the y intercept

Functions from set to set

f:A->B is a rule/ formula/ machine which transforms each A element A into f(a) element B

Examples:

A = {1, 2, 10} B = {Apple, DE, Monkey}

f: A -> B f(1) = Apple

Supervised Learning Profit: Years -> IR

f:A->B

Graphing of Functions

Increasing and Decreasing Functions

Composing and Inverse

Composing 2 functions

  • Basic idea
  • A warning

Inverse Functions

  • Basic Idea
  • A neat Picture
  • A warning

f(x) = x^2 g(x) = x + 5

If graph of f fails the horizonal line test, F has no inverse