Linear Algebra

Linear Algebra

Fundamentals of the Linear Algebra using Python, & NumPy.

Duration: 1 day

  • Linear Algebra In Machine Learning
  • Datasets
  • Images
  • Encoding
  • Recommendation Systems
  • Deep Learning
  • Other

  • Scalars
  • Vectors
  • Matrices

  • Scalar Operations On Vectors
  • Elementwise Operations On Vectors
  • Vector Addition
  • Vector Subtraction
  • Vector Multiplication
  • Vector Division
  • Dot Product On Vectors

  • Scalar Operations On Matrices
  • Elementwise Operations On Matrices
  • Matrix Addition
  • Matrix Subtraction
  • Matrix Multiplication (Element-wise)
  • Matrix Division
  • Matrix Multiplication (Matrix Dot Product)
  • Matrix-Vector Multiplication

  • Tensor Addition
  • Tensor Subtraction
  • Tensor Multiplication
  • Tensor Division