Matrix Decompositions Courses and Certifications

Integral Calculus and Numerical Analysis for Data Science

89 ratings at Coursera

Intuitive approach to integral calculus and numerical analysis, covering integration, root-finding, matrix decomposition, and partial derivatives for data science applications.

• Coursera
• 3 hours 31 minutes
• On-Demand
• Free Online Course (Audit)

Master MATLAB through Guided Problem Solving

4071 ratings at Udemy

Become an expert in MATLAB Programming and Scientific Computing. Advance your career in Engineering Physics Biology etc

• Udemy
• 1 day 13 hours 57 minutes
• On-Demand
• Paid Course

Linear Algebra Mathematics for Machine Learning Data Science

312 ratings at Udemy

Go Zero to Pro - Complete linear algebra - Mathematics for data science, machine learning & Deep Learning

• Udemy
• 21 hours
• On-Demand
• Paid Course

Beginner - Expert Linear Algebra, with Practice in Python.

37 ratings at Udemy

Master Linear Algebra, with clear and concise explanations, Practical Examples in various domains like Machine Learning.

• Udemy
• 20 hours
• On-Demand
• Paid Course

Land on Vector Spaces with Python

Explore linear algebra foundations using Python, focusing on matrices, eigenvalues, and applications in ecology, Markov Chains, and Google PageRank. Develop practical skills for data analysis and problem-solving.

• Independent
• 4 weeks, 8 hours a week
• On-Demand
• Free Online Course

statisticsmatt

Matrices

Explore advanced matrix concepts including Kronecker product, spectral decomposition, singular value decomposition, and projection matrices, with applications in statistics and linear algebra.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Online Course

Open Data Science

Unsupervised Feature Learning with Matrix Decomposition - Aedin Culhane, PhD | ODSC East 2018

Explore unsupervised learning techniques for high-dimensional data analysis, focusing on matrix factorization methods and their applications in oncology and precision medicine.

• YouTube
• 53 minutes
• On-Demand
• Free Online Course

Joint Mathematics Meetings

Tensor Decomposition - A Mathematical Tool for Data Analysis

Explore tensor decomposition as a powerful mathematical tool for analyzing complex data structures, with applications in neuroscience, gas detection, and communication patterns.

• YouTube
• 47 minutes
• On-Demand
• Conference Talk

MITCBMM

Dimensionality Reduction for Matrix- and Tensor-Coded Data

Explore matrix and tensor factorizations for data compression, including PCA, NMF, and CP tensor decomposition. Learn theoretical foundations and practical applications in scientific domains.

• YouTube
• 54 minutes
• On-Demand
• Free Online Course

Mathematical Methods for Quantitative Finance

7 reviews

Comprehensive review of essential mathematical concepts for quantitative finance, covering calculus, optimization, and linear algebra. Equips students with fundamental tools for advanced financial analysis.

• Coursera
• 8 weeks, 8-10 hours a week
• Finished
• Free Online Course (Audit)

First Steps in Linear Algebra for Machine Learning

Explore fundamental linear algebra concepts for machine learning, including vector spaces, matrix operations, and linear systems, with practical applications in data analysis and classification.

• Coursera
• 4 weeks
• Finished
• Free Online Course (Audit)

Линейная алгебра: от идеи к формуле

Геометрический подход к линейной алгебре: от векторов и операторов до матриц и разложений. Развивает интуитивное понимание концепций, включая собственные значения, квадратичные формы и метод главных компонент.

• Coursera
• 6 weeks
• Finished
• Free Online Course (Audit)