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1 - Linear Algebra
- Week 1 - Introduction to Linear Algebra and to Mathematics for Machine Learning.
- Week 2 - Vectors are objects that movearound space.
- Week 3 - Matrices in Linear Algebra: Objects that operate on Vectors.
- Week 4 - Matrices make linear mappings.
- Week 5 - Eigenvalues and Eigenvectors: Application to Data Problems.
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2 - Multivariate Calculus
- Week 1 - What is Calculus?
- Week 2 - Multivariate Calculus.
- Week 3 - Multivariate Chain Rule and its Applications.
- Week 4 - Taylor Series and Linearisation.
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3 - Principal Component Analysis
- Week 1 - Statistics of Datasets.
- Week 2 - Inner Products.
- Week 3 - Orthogonal Projections
- Week 4 - Principal Component Analysis