Timewarp: Transferable Acceleration of Molecular Dynamics by Time-Coarsened Dynamics
Offered By: Valence Labs via YouTube
Course Description
Overview
Explore a comprehensive conference talk on Timewarp, an innovative method for accelerating molecular dynamics simulations. Delve into the challenges of conventional molecular dynamics and discover how Timewarp utilizes normalizing flows as proposal distributions in Markov chain Monte Carlo methods to target the Boltzmann distribution. Learn about the transferability of Timewarp between molecular systems and its potential to generalize to unseen small peptides. Gain insights into the background, datasets, model details, sampling techniques, and experimental results. Understand the related work and future directions in this field. Engage with the speakers' expertise during the Q&A session to deepen your understanding of this cutting-edge approach to enhancing molecular dynamics simulations.
Syllabus
- Intro
- Background
- Timewarp
- Datasets
- Model details
- Sampling
- Experiments
- Related work and future work
- Q+A
Taught by
Valence Labs
Related Courses
Organic Chemistry in Biology and Drug DevelopmentIndian Institute of Technology, Kharagpur via Swayam Essentials Of Biomolecules : Nucleic Acids And Peptides
Indian Institute of Technology Guwahati via Swayam Prediction of Multi-Class Peptides by T-Cell Receptor Sequences with Deep Learning
BIMSA via YouTube Timewarp: Transferable Acceleration of Molecular Dynamics by Learning Time-Coarsened Dynamics
Valence Labs via YouTube PepFlow: Direct Conformational Sampling From Peptide Energy Landscapes
Valence Labs via YouTube