Topological Data Analysis Courses and Certifications

Applied Algebraic Topology Network

Quantum Topological Data Analysis - Part 1

1 review

Learn how quantum computers can identify patterns in data, reducing execution time and energy consumption, in this tutorial by the Applied Algebraic Topology Network.

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

Hilbert Schemes of Plane Curve Singularities and Matrix Factorizations

Explore algebraic geometry and low-dimensional topology with the University of Miami. Understand Hilbert schemes, plane curve singularities, and matrix factorizations in a 1-2 hour study.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

David Uminsky - LatMath 2022 - IPAM's Latinx in the Mathematical Sciences Conference

Join IPAM's Latinx in Mathematical Sciences Conference for a brief, insightful presentation by David Uminsky on data science, Fourier analysis, and topological data analysis.

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

Applied Algebraic Topology Network

Parallel Decomposition of Persistence Modules Through Interval Bases

Explore an algorithm for decomposing persistence modules in this less than 1-hour offering from the Applied Algebraic Topology Network. Gain insights into Topological Data Analysis and Hodge Laplacian interplay.

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

Applied Algebraic Topology Network

Mason Porter - Topological Data Analysis of Spatial Complex Systems

Explore topological data analysis of spatial systems with Applied Algebraic Topology Network. Learn about persistent homology, simplicial complexes, and real-world applications in under an hour.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

Gunnar Carlsson: Topological Deep Learning

Explore topological data analysis in machine learning with the Applied Algebraic Topology Network. Learn to reduce data needs and increase computation transparency, focusing on image and video data.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

The Gromov-Hausdorff Distance Between Spheres

Explore the Gromov-Hausdorff distance between spheres with the Applied Algebraic Topology Network. Learn to calculate precise values in less than an hour.

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

Hausdorff Center for Mathematics

Statistical Shape Analysis Using the Persistent Homology Transform

Explore statistical shape analysis with the Persistent Homology Transform in less than an hour, offered by the Hausdorff Center for Mathematics.

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

Open Data Science

Topological Data Analysis - New Perspectives on Machine Learning - by Jesse Johnson

Explore geometric patterns in data with Open Data Science's material, led by a former Google mathematician. Learn abstract geometry concepts and their application in machine learning. (1-2 hours)

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

Bernd Sturmfels - Learning Algebraic Varieties from Samples

Explore algebraic varieties from samples with Applied Algebraic Topology Network. Learn about topology, algebraic geometry, and test algorithms on datasets using a Julia package.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

An Approximate Nerve Theorem

Explore topological data analysis with the Applied Algebraic Topology Network. Understand the Nerve Theorem, epsilon-acyclic covers, and refined interleaving in a 1-2 hour study.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

Persistence Images

Explore topological data analysis with Applied Algebraic Topology Network's program. Learn about persistent homology, persistence images, and their application in machine learning tasks. Duration: 1-2 hours.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

Harish Chintakunta - Topological Data Analysis and Signal Processing

Explore topological data analysis and signal processing with the Applied Algebraic Topology Network. Learn to predict epileptic seizures, detect power grid oscillations, and more in 1-2 hours.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

John Harer - Topological Data Analysis and Machine Learning

Explore topological data analysis and machine learning in less than an hour with John Harer's program offered by the Applied Algebraic Topology Network.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

Tamal Dey - A Framework for Topological Summarization

Dive into topological summarization with Tamal Dey's less than 1-hour material from Applied Algebraic Topology Network, covering multiscale mapper, persistence diagrams, and Čech filtrations.

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