The Certified Linear Algebra for Machine Learning & Generative AI certification is designed for professionals seeking to master essential linear algebra concepts for advanced machine learning and AI applications. Gain skills that lead to increased productivity, improved decision-making, and a future-proof career in data science and artificial intelligence. Enroll now to unlock your full potential and gain a competitive advantage in this rapidly evolving field.

This certification covers the following topics:

  • Foundational Concepts
  • Coordinate Systems
  • Real Numbers and Vector Spaces
  • Vectors: Definition and Representation
  • Vector Operations: Addition, Subtraction, Scalar Multiplication
  • Linear Dependence and Independence
  • Norm (Magnitude or Length) and Euclidean Distance
  • Dot Product and its Geometric Interpretation
  • Linear Systems and Matrices
  • Matrix-Vector Multiplication in Machine Learning
  • Eigenvectors and Eigenvalues