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#Equivariant Neural Networks

Showing: 10 courses
Valence Labs

Learning Geometry and 3D Symmetries - Day 1

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Explore geometry and 3D symmetries in machine learning for drug discovery, covering key concepts like tensor products and network equivalence.
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17 Lesons
45 minutes
On-Demand
Free-Video
Valence Labs

Chemically Transferable Generative Backmapping of Coarse-Grained Proteins

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Explore innovative machine learning techniques for generative backmapping of coarse-grained proteins, focusing on transferability, reliability, and efficiency in molecular simulations.
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17 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Valence Labs

Equivariant 3D-Conditional Diffusion Models for Molecular Linker Design

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Explore equivariant 3D-conditional diffusion models for molecular linker design in drug discovery. Learn about DiffLinker's innovative approach to connecting multiple fragments and its applications in real-world scenarios.
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14 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Valence Labs

EquiReact: An Equivariant Neural Network for Chemical Reactions

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Explore EquiReact, an equivariant neural network for predicting chemical reaction properties using 3D structures. Learn its advantages in flexibility, extrapolation, and data efficiency.
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6 Lesons
1 hour 1 minute
On-Demand
Free-Video
Simons Institute

Harnessing the Properties of Equivariant Neural Networks for Materials Science

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Explore equivariant neural networks for materials science, covering applications, advantages, and future directions in understanding and designing atomic systems.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Valence Labs

Unsupervised Learning of Group Invariant and Equivariant Representations

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Explore unsupervised learning of group invariant and equivariant representations. Gain insights into symmetry in data, practical examples, and results for graphs and various symmetries.
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9 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Valence Labs

MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields

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Explore higher-order equivariant message passing neural networks for fast, accurate force fields in computational chemistry. Learn about MACE's innovative approach using four-body messages to enhance efficiency and accuracy.
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7 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Valence Labs

Clifford Group Equivariant Neural Networks

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Explore Clifford Group Equivariant Neural Networks for E(n)-equivariant network construction. Discover theoretical foundations, methodology, and applications in various dimensions and tasks.
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8 Lesons
1 hour 1 minute
On-Demand
Free-Video
Conference GSI

Continuous Kendall Shape Variational Autoencoders

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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
Valence Labs

Learning Equivariant Non-Local Electron Density Functionals

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Delve into advanced machine learning approaches for improving density functional theory through equivariant graph neural networks, focusing on non-local exchange-correlation functionals and molecular energy predictions.
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1 Lesons
48 minutes
On-Demand
Free-Video