Multivariate Analysis Courses and Certifications

BIMSA

Regressing Multivariate Gaussian Distribution on Vector Covariates for Co-expression Network Analysis

Explore Fréchet regression for analyzing gene co-expression networks using population-level single-cell data. Learn to test associations between covariance matrices and covariates.

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

Probability Theory for Data Science

Explore probability theory's foundations and applications in data science, covering key concepts, distributions, and statistical inference for data-driven decision-making and analysis.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

IIT Kanpur;  NPTEL

Data Analysis & Decision Making - II

n general Decision Analysis and Decision Making (DADM) covers three main areas which are: Multivariate Statistical Analysis with its applications, Other Decision Making Models like DEA, AHP, ANP, TOPSIS, etc., and Operations Research and its tools with a…

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Statistical Data Analysis: Application to Atmospheric Science

Master statistical data analysis techniques—from descriptive stats to PCA and clustering—with Python, using atmospheric science datasets applicable across disciplines.

• Swayam
• Available until Sep 11, 2026
• Free Online Course

Advanced Spatial Statistical Techniques

Explore advanced statistical methods for spatial data analysis, covering autocorrelation, regression, and time series. Build skills to interpret complex geographic patterns and support decision-making in GIS-integrated research.

• Swayam
• Self-Paced
• Free Online Course

Master time series forecasting using SAP HANA's Python ML client through hands-on overnight stays prediction, covering univariate and multivariate models with data preparation.

• SAP Learning
• 1 hour 10 minutes
• Self-Paced
• Free Online Course

Data Visualization with Python

Discover how data visualization can communicate insights far more effectively than text or tables.

• Udacity
• 4 weeks
• Self-Paced
• Paid Course

Chemometrics & Machine Learning in Copenhagen

Partial Least Squares Regression - PLS-R

Master PLS-R fundamentals, validation techniques, preprocessing methods, and variable selection for effective chemometric analysis and machine learning applications.

• YouTube
• 1 hour 40 minutes
• Self-Paced
• Free Video

Alexander Amini;  MIT

Visualization for Machine Learning - Google Brain

1 rating

Explore data visualization techniques for machine learning, including high-dimensional data, multilingual systems, and language models, with insights on biases and user intent.

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

Great Learning

Multivariate Time Series Forecasting in R - Data Analytics with R - Data Science

Learn multivariate time series forecasting in R, covering fundamentals, modeling techniques, feature engineering, and practical implementation through a hands-on demo.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Great Learning

Exploratory Data Analysis Tutorial - Basics of EDA with Python

Learn Python-based exploratory data analysis techniques to uncover insights, detect patterns, and visualize relationships in datasets for informed decision-making and hypothesis testing.

• YouTube
• 4 hours 32 minutes
• Self-Paced
• Free Video

Steve Brunton

Deep Learning of Dynamics and Coordinates with SINDy Autoencoders

Discover effective coordinate systems and models simultaneously using SINDy autoencoders, a novel approach for analyzing high-dimensional data in dynamical systems.

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

NPTEL-NOC IITM

Multiple Linear Regression

Explore multiple linear regression techniques for analyzing relationships between multiple variables and predicting outcomes in statistical modeling.

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

Agrocampus Ouest

Exploratory Multivariate Data Analysis

1 rating

This course aims an advanced understanding of the core principles and the main uses of the basic methods of multidimensional data analysis.

• France Université Numerique
• 5 weeks, 5 hours a week
• Not Currently Offered
• Free Certificate

University of Calcutta;  UGC

Applied Multivariate Analysis

Explore multivariate statistical methods, from distributions to advanced techniques like cluster analysis and factor analysis. Gain practical skills for analyzing complex datasets in various disciplines.

• Swayam
• 12 weeks
• Not Currently Offered
• Free Online Course