Linear algebra

Vector spaces

  • Introduction: Vector space 
  • Vector space 
  • Vector space: properties 
  • Proofs for vector spaces 
  • Field as a vector space 
  • Coordinate spaces 
  • Sequence spaces 
  • Function spaces 
  • Subspace 
  • Union and intersection of vector spaces 
  • Sum of subspaces 
  • Inner direct sum 
  • Complements of vector spaces 
  • Cosets of a subspace 
  • Quotient space 

Linear combinations, generators and bases

  • Linear combinations 
  • Span 
  • Generators 
  • Linear independence 
  • Basis 
  • Steinitz's theorem 
  • Dimension 

Linear maps

  • Linear map 
  • Properties of linear maps 
  • Linear continuation 
  • Proofs for linear maps 
  • Monomorphisms 
  • Epimorphisms 
  • Isomorphisms 
  • Endomorphism and Automorphism 
  • Image of a linear map 
  • Kernel of a linear map 
  • Vector space of a linear map 
  • Dual space 
  • Exercises 

Matrices

  • Introduction: Matrices 
  • Matrix of a linear map 
  • Definition of a matrix 
  • Linear systems and matrices 
  • Vector space structure on matrices 
  • Matrix multiplication 
  • Basis change via matrices 
  • Exercises 
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