High-Dimensional Data Analysis Courses and Certifications

Simons Institute

Robust List Decoding of Spherical Gaussians

Explore robust list decoding of spherical Gaussians, covering algorithms, error identification, and computational challenges in high-dimensional statistics.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Simons Institute

Recent Progress in Algorithmic Robust Statistics via the Sum-of-Squares Method

Explore recent advancements in algorithmic robust statistics using the Sum-of-Squares method, focusing on learning and testing in high-dimensional spaces.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Low Rank Tensor Methods in High Dimensional Data Analysis

Explore low rank tensor methods for analyzing high-dimensional data in various fields. Learn about recent progress, challenges, and applications in extracting information from multilinear arrays.

• YouTube
• 1 hour 22 minutes
• On-Demand
• 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
• On-Demand
• Free Video

Applied Algebraic Topology Network

The Mapper Algorithm and Reeb Graphs

Explore the mapper algorithm in applied topology, its connection to Reeb graphs, and its application to high-dimensional data analysis and 3D object recognition.

• YouTube
• 22 minutes
• On-Demand
• 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
• On-Demand
• Free Video

International Mathematical Union

Mean Estimation in High Dimension

Exploring recent advances in high-dimensional mean estimation, focusing on statistical challenges and computational aspects for independent, identically distributed data.

• YouTube
• 44 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Tools of High Dimensional Data - Lecture 3

Explore tools for analyzing high-dimensional data in genetics and evolution. Learn techniques to understand complex genetic architectures and their role in adaptive processes.

• YouTube
• 1 hour 45 minutes
• On-Demand
• 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
• On-Demand
• Free Video

Introduction to Linear Models and Matrix Algebra

12 reviews

Learn to use R programming to apply linear models to analyze data in life sciences.

• edX
• 4 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Analysis for Life Sciences

Comprehensive R programming series for life sciences data analysis, covering statistics, linear models, high-throughput experiments, and high-dimensional data techniques to drive biomedical research and discoveries.

• edX
• 16 weeks, 2-4 hours a week
• On-Demand
• $876.00
• 4 courses

Blessings of Dimensionality for Gaussian Latent Factor Models

Explore how high-dimensional data analysis can benefit from restricted latent factor overlaps, with applications in brain fMRI and financial markets.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Restricted Boltzmann Machines

Explore Restricted Boltzmann Machines: their layered structure, hidden and visible layers, statistical independence, and applications in modeling high-dimensional data like images.

• YouTube
• 30 minutes
• On-Demand
• Free Video