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Ax = b

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Linear Algebra for Data Science

Definition

The equation $$ax = b$$ is a fundamental representation of a linear equation, where 'a' is a coefficient, 'x' is the variable to be solved, and 'b' is the constant term. This equation describes a relationship between the variable and its coefficient, revealing how changes in 'x' affect the overall equality. Understanding this equation is crucial for solving systems of linear equations, as it forms the basis for expressing relationships in algebraic terms and enables finding solutions that satisfy given constraints.

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5 Must Know Facts For Your Next Test

  1. The equation $$ax = b$$ can be solved for 'x' by isolating it on one side, resulting in $$x = \frac{b}{a}$$ when 'a' is not zero.
  2. If 'a' equals zero and 'b' is also zero, then any value of 'x' satisfies the equation; if 'a' is zero and 'b' is not zero, there is no solution.
  3. This equation can represent both single-variable and multi-variable systems when extended to multiple equations.
  4. Graphically, the equation $$ax = b$$ represents a vertical line on a coordinate plane if plotted against another variable.
  5. Understanding how to manipulate and solve $$ax = b$$ is essential for applying techniques like substitution and elimination in larger systems of equations.

Review Questions

  • How do you solve for 'x' in the equation $$ax = b$$, and what conditions must be met?
    • To solve for 'x' in the equation $$ax = b$$, you need to isolate 'x' by dividing both sides by 'a', giving you $$x = \frac{b}{a}$$. However, this is only valid when 'a' is not equal to zero. If 'a' equals zero, you must check whether 'b' is also zero; if both are zero, any value of 'x' works, but if 'b' is not zero, then there is no solution.
  • Explain how the equation $$ax = b$$ relates to the concept of linear equations and their graphical representation.
    • The equation $$ax = b$$ represents a linear relationship where changes in 'x' correspond to proportional changes in the output defined by the constant term 'b'. When graphed on a coordinate plane with 'x' as one axis and 'b/a' as another, it illustrates a vertical line at the value where 'x' satisfies the equation. This shows how linear equations can model relationships between variables using simple algebraic forms.
  • Analyze a system of linear equations involving multiple instances of $$ax = b$$. How do these equations interact with each other?
    • In a system of linear equations where multiple instances of $$ax = b$$ exist, each equation represents a constraint that defines a relationship among variables. The interactions among these equations can lead to one solution (where all equations intersect), infinitely many solutions (when they represent the same line), or no solution (when they are parallel lines). Solving such systems often involves methods like substitution or elimination to find values of variables that satisfy all equations simultaneously.
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