About this certification
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
