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Quick Facts

Medium Of InstructionsMode Of LearningMode Of Delivery
EnglishSelf StudyVideo and Text Based

Courses and Certificate Fees

Fees InformationsCertificate AvailabilityCertificate Providing Authority
INR 2436yesCoursera

The Syllabus

Videos
  • Matrix: Tabular Data
  • Matrix Multiplication
  • Supplement: Matrices in Python/Numpy
Readings
  • Vector and Matrix operations
  • Matrix Multiplication
Practice Exercise
  • Matrix Combinations
  • Matrix
  • Linear combinations

Videos
  • Matrix as Mathematical Objects
  • Matrix Transpose
  • Supplement: Matrix Transpose in Python
Readings
  • Matrix Arithmetic
  • Matrix Transpose
Practice Exercise
  • Matrix Multiplication and Other Operations
  • Matrix Operations
  • Matrix Transpose

Videos
  • Systems of Linear Equations
  • Solution of Linear Equations via Elimination
  • LU Decomposition: Matrix is a Product of Simple Matrices
  • Supplement: Solve Linear Equations in Python
Readings
  • Systems of Linear Equations
  • Gaussian Elimination Algorithm
  • LU Decomposition
Practice Exercise
  • Systems of linear equations
  • Systems of Linear Equations
  • Solution of Linear Equations via Elimination
  • LU Decomposition

Videos
  • Orthogonality and Inner Product.
  • Linear Least Squares: Best Approximation
  • Least Distance -> Orthogonality -> Normal Equations
  • Example: Approximate Curve Fitting
Readings
  • Orthogonality and the Inner Product
  • Linear Least Squares
Practice Exercise
  • Linear Least Squares
  • Orthogonality and Inner Product
  • Linear Least Squares
  • Normal equations
  • Approximate Curve Fitting

Readings
  • S V D
  • Latent Semantic Indexing
Practice Exercise
  • SVD as a Decomposition
  • SVD as a Data Analytics Tool
  • Singular Value Decomposition

Articles

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