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Topics covered

Foundations of Linear Algebra

  • Group, Field
  • Preliminary matrix operations
  • System of linear equations
  • Vector Space
  • Subspace
  • Linear span
  • Basis and Dimension of a vector space
  • Operations on subspaces of a vector space

Linear Transformations

  • Linear Transformation
  • Rank - Nullity Theorem
  • Change of Basis Matrix
  • Applications

Inner Product Spaces

  • Inner Product spaces
  • Cauchy - Schwarz inequality
  • Orthonormal Basis
  • Gram - Schmidt orthogonalization process
  • Orthogonal Complement of a subspace

Spectral Theory and Canonical Forms

  • Eigen Values and Vectors of linear operations and square matrices
  • Cayley - Hamilton Theorem
  • Minimal Polynomial
  • Jordan Canonical Form
  • Special Matrices
  • Quadratic Forms
  • Eigen Values of special matrices