Mathematics for Machine Learning Specialization
- Offered byCoursera
- Public/Government Institute
Mathematics for Machine Learning Specialization at Coursera Overview
Mathematics for Machine Learning Specialization
at Coursera
Duration | 4 months |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course  |
Credential | Certificate |
Mathematics for Machine Learning Specialization
Table of content
Mathematics for Machine Learning Specialization at Coursera Highlights
Mathematics for Machine Learning Specialization
at Coursera
- Earn a Certificate upon completion
Skills -Eigenvalues And Eigenvectors,Principal Component Analysis (PCA),Multivariable Calculus,Linear Algebra,Basis (Linear Algebra),Transformation Matrix,Linear Regression,Vector Calculus,Gradient Descent,Dimensionality Reduction,Python Programming
Mathematics for Machine Learning Specialization at Coursera Course details
Mathematics for Machine Learning Specialization
at Coursera
Skills you will learn
More about this course
- This specialization aims to bridge that gap, getting you up to speed in the underlying mathematics, building an intuitive understanding, and relating it to Machine Learning and Data Science
- In the first course on Linear Algebra we look at what linear algebra is and how it relates to data
- Then we look through what vectors and matrices are and how to work with them
- The second course, Multivariate Calculus, builds on this to look at how to optimize fitting functions to get good fits to data
- It starts from introductory calculus and then uses the matrices and vectors from the first course to look at data fitting
- The third course, Dimensionality Reduction with Principal Component Analysis, uses the mathematics from the first two courses to compress high-dimensional data
- This course is of intermediate difficulty and will require Python and numpy knowledge
- Gained the prerequisite mathematical knowledge to continue your journey and take more advanced courses in machine learning
Mathematics for Machine Learning Specialization at Coursera Curriculum
Mathematics for Machine Learning Specialization
at Coursera
Mathematics for Machine Learning: Linear Algebra
Mathematics for Machine Learning: Multivariate Calculus
Mathematics for Machine Learning: PCA
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