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#Geometric Deep Learning

Showing: 26 courses
IEEE Signal Processing Society

Geometric Deep Learning for Drug Discovery

1 rewiews
Explore geometric deep learning techniques for drug discovery, covering graph neural networks, molecule generation, and retrosynthetic prediction. Gain insights into cutting-edge research and applications in pharmaceutical development.
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21 Lesons
58 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Uncovering Cellular Dynamics and Metabolism with Geometric Deep Learning and Optimal Transport

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Explore geometric deep learning and optimal transport techniques for uncovering cellular dynamics and metabolism in this insightful computational genomics presentation.
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1 Lesons
27 minutes
On-Demand
Free-Video
Open Data Science

Physics-Inspired Learning on Graph - Michael Bronstein, PhD

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Explore physics-inspired continuous learning models for graphs, challenging traditional message-passing paradigms. Discover new approaches using differential geometry, algebraic topology, and differential equations to revolutionize graph machine learning.
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10 Lesons
27 minutes
On-Demand
Free-Video
APS Physics

Inverse Problems on Graphs with Geometric Deep Learning

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Explores geometric deep learning for graph inverse problems, focusing on non-Euclidean geometries, physics-based approaches, and applications in particle physics and community detection.
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21 Lesons
33 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

A Sheaf-based Approach to Graph Neural Networks

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Explore sheaf theory's application to Graph Neural Networks, offering a novel perspective on Geometric Deep Learning beyond traditional geometric structures.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Simons Institute

Towards Foundation Models for Graphs

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Explore cutting-edge research on foundation models for graph data structures, examining their potential applications and implications for AI and machine learning.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Detection of Objects in Cryo-Electron Micrographs Using Geometric Deep Learning

0 rewiews
Explore geometric deep learning techniques for object detection and segmentation in cryo-electron micrographs, focusing on unsupervised methods and graph-based transformers for complex structures.
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14 Lesons
43 minutes
On-Demand
Free-Video
Valence Labs

Geometric Deep Learning Framework for De Novo Genome Assembly

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Explore a novel geometric deep learning framework for de novo genome assembly, enhancing path identification in complex assembly graphs for improved genomic sequence reconstruction.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Valence Labs

gRNAde: Geometric Deep Learning for 3D RNA Inverse Design

0 rewiews
Explore gRNAde, a geometric deep learning pipeline for 3D RNA inverse design. Learn about its architecture, use cases, and advantages over traditional methods in RNA sequence design.
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7 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Anyscale

Distributed Mesh Processing and Geometric Deep Learning for Wind Prediction

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Discover how Ray's distributed computing powers real-time wind prediction in urban design through mesh processing, geometric deep learning, and CFD data analysis for architectural innovation.
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1 Lesons
14 minutes
On-Demand
Free-Video
INSAIT Institute

Geometric Deep Learning

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Dive into geometric deep learning principles and advanced mathematical concepts with Prof. Michael Bronstein's comprehensive exploration of this cutting-edge field in artificial intelligence.
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1 Lesons
53 minutes
On-Demand
Free-Video
Discover AI

Topological Message Passing: From Graph Neural Networks to Simplicial Complexes on CW Networks

0 rewiews
Delve into advanced Graph Neural Network concepts, exploring topological message passing, simplicial complexes, and high-dimensional interactions for computational graph networks and molecular design applications.
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1 Lesons
25 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

Graph Attention Networks - GNN Paper Explained

0 rewiews
Explore Graph Attention Networks (GAT) in-depth, covering graph theory basics, GAT methodology, multi-head versions, visualizations, and applications in transductive/inductive learning scenarios.
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11 Lesons
38 minutes
On-Demand
Free-Video
Valence Labs

Harnessing Geometric ML for Molecular Design - Day 3

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Explore geometric machine learning techniques for innovative molecular design in drug discovery with expert Michael Bronstein.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Valence Labs

Geometric Deep Learning for Protein Understanding

0 rewiews
Explore geometric deep learning techniques for protein analysis and understanding, focusing on advanced computational methods in molecular biology.
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1 Lesons
46 minutes
On-Demand
Free-Video
Valence Labs

Contextual AI Models for Single-cell Protein Biology

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Explore PINNACLE, a geometric deep learning approach generating context-aware protein representations for enhanced understanding of protein function and interactions across biological contexts.
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7 Lesons
32 minutes
On-Demand
Free-Video
Valence Labs

A New Perspective on Building Efficient and Expressive 3D Equivariant Graph Neural Networks

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Explore advanced techniques for building efficient 3D equivariant graph neural networks, focusing on local substructure encoding and frame transition encoding for improved expressiveness and performance.
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9 Lesons
55 minutes
On-Demand
Free-Video
Valence Labs

Is Distance Matrix Enough for Geometric Deep Learning?

0 rewiews
Explore geometric deep learning limitations and k-DisGNNs' potential in capturing high-order geometric information, unifying models, and achieving universal function approximation for geometric graphs.
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12 Lesons
1 hour 4 minutes
On-Demand
Free-Video
GOTO Conferences

Practical Geometric Deep Learning in Python

0 rewiews
Explore Geometric Deep Learning with StellarGraph, an open-source Python library for network-structured data analysis. Learn its applications, design philosophy, and implementation in real-world scenarios.
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1 Lesons
26 minutes
On-Demand
Free-Video
Conference GSI

Continuous Kendall Shape Variational Autoencoders

0 rewiews
Explore unsupervised learning of geometric representations using equivariant VAEs with hyperspherical latents, extending Kendall-shape VAEs for improved representation capacity.
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1 Lesons
20 minutes
On-Demand
Free-Video
Conference GSI

Geometric Deep Learning: A Temperature-Based Analysis of Graph Neural Networks

0 rewiews
Explore graph neural networks through temperature-based analysis in geometric deep learning, uncovering insights into their behavior and performance.
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1 Lesons
16 minutes
On-Demand
Free-Video
Conference GSI

SE3 Equivariant Hemodynamic Field Estimation in 3D Artery Models via Graph Neural Networks

0 rewiews
Estimate hemodynamic fields in 3D artery models using SE3 equivariant graph neural networks, enhancing accuracy and efficiency in cardiovascular research.
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1 Lesons
20 minutes
On-Demand
Free-Video
BIMSA

Geometric Deep Graph Learning: Exploring Opportunities in Different Geometric Spaces

0 rewiews
Explore geometric deep graph learning in non-Euclidean spaces. Discover properties of hyperbolic and hyperspherical spaces for enhanced graph representation and analysis across various applications.
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1 Lesons
1 hour
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Geometric Probabilistic Models - Tutorial 4

0 rewiews
Explore geometric probabilistic models for data-efficient, uncertainty-aware decision-making in applications like drug design and robotics. Learn theory and implementation of Gaussian processes and related techniques.
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1 Lesons
2 hours 32 minutes
On-Demand
Free-Video
Broad Institute

Geometric Deep Learning for Protein Understanding and Design

0 rewiews
Discover how geometric deep learning advances protein understanding and design, exploring cutting-edge AI applications in drug discovery and development.
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1 Lesons
22 minutes
On-Demand
Free-Video
Montreal Robotics

From CroCo to MASt3R - A Paradigm Change in 3D Computer Vision

0 rewiews
Explore groundbreaking advancements in 3D vision through CroCo, DUSt3R, and MASt3R frameworks, revolutionizing multi-view stereo reconstruction and geometric deep learning for enhanced robotic navigation and cultural preservation.
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1 Lesons
54 minutes
On-Demand
Free-Video