Welcome to Mathematics for Machine learning¶
Quick definitions and intuitive explanations around machine learning and Deep learning.
Contents¶
Probability
Deep learning
Mathematics
- Calculus
- Linear Algebra
- Multiplying Matrices and Vectors
- Hadamard product & element-wise product
- Dot product
- Identity and Inverse Matrices
- Norm
- The Trace Operator
- Transpose
- Diagonal matrix
- Symmetric matrix
- Unit Vector
- Orthogonal Matrix or Orthonormal Vectors
- Eigendecomposition
- Singular Value Decomposition
- The Moore-Penrose Pseudoinverse
- Principal Components Analysis (PCA)
- Statistics
Practice