High-dimensional Data Courses and Certifications

Navigating Data Simplification with PCA

Master dimensionality reduction techniques using Principal Component Analysis in R, from understanding eigenvectors to implementing PCA for feature extraction and classification tasks.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Stanford Seminar - Towards Theories of Single-Trial High Dimensional Neural Data Analysis

Explore high-dimensional neural data analysis, focusing on single-trial theories, task complexity, and latent state recovery. Gain insights into advanced neuroscience concepts and methodologies.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Online Course

Packt

Vector Databases Deep Dive

Dive into vector databases, understanding their principles, applications, and how they differ from traditional databases. Master essential concepts like embeddings, distance metrics, and indexing techniques for efficient data retrieval.

• Coursera
• 5 hours 2 minutes
• Self-Paced
• Paid Course

Coursera

Simple Parallel Coordinates Plot using d3 js

Create a simple Parallel Coordinates Plot using d3.js to visualize high-dimensional datasets. Learn linear and ordinal scaling techniques for effective data representation in this hands-on project.

• Coursera
• 1 hour 39 minutes
• Self-Paced
• Paid Course

Data and Visual Analytics

This course will introduce students to the field by covering state­-of-­the-art modeling, analysis and visualization techniques.

• Udacity
• 2 hours
• Self-Paced
• Free Online Course

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
• 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

Fields Institute

On the Role of Data Structure in High-Dimensional Learning

Explores high-dimensional learning challenges, focusing on geometric function classes, optimization aspects, and computational hardness. Discusses algorithmic approaches and implications for deep learning.

• YouTube
• 57 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

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
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Tools of High Dimensional Data - Lecture 3

Explore high-dimensional data analysis techniques with Bruce Walsh, focusing on advanced tools and methods for complex datasets in biological evolution and genetics.

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

International Centre for Theoretical Sciences

Data Assimilation for High Dimensional Systems

Explore advanced data assimilation techniques for high-dimensional systems, focusing on theoretical foundations and practical applications in weather and climate modeling.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Exploring High Dimensional Data in Astronomy, Genomics and Beyond Using Glue

Discover "glue," a powerful analysis/visualization tool for exploring diverse datasets across fields. Learn its origins, capabilities, and applications in astronomy, genomics, and beyond.

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

Yacine Mahdid

Img2Vec and UMAP for High-Dimensional Data Visualization

Learn to visualize high-dimensional image data using Img2Vec for embeddings, UMAP for dimensionality reduction, and Bokeh for interactive exploration. Ideal for vision classification projects.

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

ChemicalQDevice

High Dimensional and Complex Spectrometric Data Analysis of an Organic Compound Using Large Multimodal Models

Explore advanced spectrometric data analysis using Large Multimodal Models to identify complex organic compounds, focusing on (S)-ibuprofen ethylester as a case study.

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