Integral Calculus and Numerical Analysis for Data Science

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  • Area Under The Curve
    • Explore the notion of area under a curve, how that relates to the integral and compute basic integrals.
  • Numerical Analysis Intro
    • Introduction to Numerical Analysis using 2 root-finding methods.
  • Diagonalization & SVD
    • Explore general matrix decomposition, as well as a specialized and useful version called Singular Value Decomposition.
  • Partial Derivatives & Steepest Descent
    • We will learn a core calculus concept called partial derivatives, as well as delving into directional derivatives and their usefulness in higher level statistics.