Imperial College London
A three-course specialization from Imperial College London that builds the mathematical foundations for machine learning and data science, covering linear algebra, multivariate calculus, and principal component analysis.
Duration
4 months
Level
Intermediate
Deadline
No Deadline
High school level mathematics including basic algebra and introductory calculus. Some familiarity with Python programming is helpful for the coding exercises.
Linear Algebra: Vectors, Matrices, and Eigenvalues
Multivariate Calculus: Gradients and Optimization
Principal Component Analysis: Dimensionality Reduction
Geometric Interpretations of Linear Transformations
Application of Calculus to Neural Network Training
Statistical Foundations for Machine Learning Models
Imperial College London is a world-leading public research university in London, consistently ranked among the top universities globally. It specializes in science, engineering, medicine, and business, with a strong emphasis on applied research and innovation.
Founded
1907
Location
London, United Kingdom
Recognition
#6 World University — QS World University Rankings 2024
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