Multivariate Analysis Courses and Certifications

NPTEL-NOC IITM

Multivariate Hypothesis: Multiple Random Variables - Part 1

Explore the fundamentals of multivariate hypothesis testing with multiple random variables in this concise first part of the series.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Isaac Newton Institute for Mathematical Sciences

Discovery in High Dimensions - 2008

Explore statistical methods for uncovering hidden structures in high-dimensional data from various fields, including genetics, astronomy, and consumer behavior.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Optimal Rates of Exact Recovery of the Matching Map

Explore the mathematical problem of estimating matching maps between noisy observations, including permutation estimation and recovery with unknown match sizes, with proven optimal rates and efficient algorithms.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Cambridge Materials

Identifying Informative Distance Measures in High-Dimensional Feature Spaces

Explore Prof. Alessandro Laio's approach to assessing relative information in distance measures for high-dimensional data, helping identify the most informative measures for statistical learning applications.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Society for Industrial and Applied Mathematics

Multivariate Portfolio Choice via Quantiles

Explore multivariate portfolio optimization using quantiles, extending univariate approaches to solve complex financial problems and develop new numerical solutions for multivariate preferences.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Low Rank Tensor Methods in High Dimensional Data Analysis

Explore advanced tensor methods for analyzing high-dimensional data, focusing on recent developments, challenges, and applications in various scientific fields.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

High-Dimensional Data, Level-Set Geometry, and Voronoi Analysis of Point Sets

Explore spatial point sets, high-dimensional data analysis, and Voronoi cell topology to understand complex physical systems and classify data structures in innovative ways.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Mathematical Representations and Models - Professor Jared Tanner, Oxford University

Explore mathematical models for high-dimensional data analysis with Oxford's Prof. Tanner. Learn about Fourier series, localisation, coherence, and advanced techniques for efficient information extraction and processing.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Chemometrics & Machine Learning in Copenhagen

Dual-SPLS - A Versatile Approach Improving PLS with Lasso Shrinkage

Explore dual-sPLS, an innovative algorithm combining PLS and Lasso for improved variable selection and dimension reduction in high-dimensional analytical chemistry problems, offering enhanced accuracy and interpretability.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

statisticsmatt

Multivariate

Explore advanced multivariate statistical concepts, including hypothesis testing, probability distributions, and data analysis techniques, with practical applications using R programming.

• YouTube
• 6 hours
• Self-Paced
• Free Video

Exploratory Data Analysis

6091 ratings at Coursera

Mastering essential exploratory techniques for summarizing data, including R plotting systems, multivariate statistical methods, and advanced graphing tools for high-dimensional data visualization.

• Coursera
• 55 hours
• Self-Paced
• Paid Course

Dimensionality Reduction in Python

Understand the concept of reducing dimensionality in your data, and master the techniques to do so in Python.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Chemometrics & Machine Learning in Copenhagen

Basic Definition of Multivariate Data Analysis - Chemometrics

1 rating

Explore fundamental concepts of multivariate data analysis and chemometrics, including univariate vs. multivariate data, latent variables, and their applications in analytical chemistry.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Chemometrics & Machine Learning in Copenhagen

Variable Selection in Multivariate Data Analysis - Part 1

Explore key methods for variable selection in multivariate data analysis, including a-priori, a-posteriori, and model-based approaches. Learn their importance and applications.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Probability and Statistics: To p or not to p?

1502 ratings at Coursera

Explore tools for informed decision-making in an uncertain world. Learn probability, statistics, estimation, hypothesis testing, and multivariate applications to enhance lifelong decision-making skills.

• Coursera
• 16 hours 25 minutes
• Self-Paced
• Paid Course