Topological Deep Learning

Topological Deep Learning

Channel:
Canada LLMs Explained - Aggregate Intellect - AI.SCIENCE
Subscribers:
22,600
Published on ● Video Link: https://www.youtube.com/watch?v=namnWKH7RXM


Category:
Vlog
Duration: 50:31
1,776 views
61

For slides and more information on the paper, visit https://ai.science/e/topological-deep-learning--2021-02-24

Speaker: Professor Gunnar Carlsson; Discussion Facilitator: Nour Fahmy

Motivation:
How can we use the latent manifolds of image data in the structure of convolutional neural networks? Topological data analysis is a tool used to analyze the internal states of a neural network, and this paper leverages that to better analyze image and video data.



Other Videos By LLMs Explained - Aggregate Intellect - AI.SCIENCE


2021-03-09High Dimensional Inference in the Universe
2021-03-08BERT & NLP Explained
2021-03-08Introducing AI BRIEFS
2021-03-04Deep Unsupervised Learning for Climate Informatics
2021-03-03New Directions in Computer Vision
2021-03-02Machine Learning Product Management in the Insurance Industry
2021-03-01Running ML Experiments on the Edge
2021-02-26Data exploration – can machine learning discover new drugs? | AISC
2021-02-25Building a Quantum Computer with Trapped Ions
2021-02-25Should ensemble members be calibrated? | AISC
2021-02-25Topological Deep Learning
2021-02-24Explainable AI to Automate Loan Underwriting Decisions | AISC
2021-02-23'Less Than One'-Shot Learning (author speaking)
2021-02-18Machine Learning in Mobile Cybersecurity: An Overview
2021-02-17Author speaking: Proper Machine Learning Explanations through LIME using OptiLIME framework | AISC
2021-02-11Non-Euclidean Universal Approximation | AISC
2021-02-09Explainable AI with Layer-wise Relevance Propagation (LRP)
2021-02-04An Introduction to Quantum Computing
2021-02-04Predicting compound activity from phenotypic profiles
2021-02-03A Survey on the Explainability of Supervised Machine Learning
2021-01-29Reinforcement learning in sports analytics | AISC