Valence Labs Courses

Lab 3 - De Novo Generation Explanation

Explore de novo molecule generation techniques with experts Emmanuel Bengio and Julien Roy in this recorded session from the 2024 Machine Learning for Drug Discovery Summer School.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

Learning ML Interatomic Potentials - Day 2

Explore ML interatomic potentials for drug discovery with expert Gianni De Fabritiis. Gain insights into advanced techniques and applications in computational chemistry.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Accelerate Atomistic Simulations, Sampling, and Dynamics - Day 2

Explore advanced techniques for accelerating atomistic simulations, enhancing sampling methods, and optimizing dynamics in drug discovery research.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

LLMs in Drug Discovery - Day 5

Explore the application of Large Language Models in drug discovery, focusing on innovative approaches and potential breakthroughs in pharmaceutical research.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Multimodal Omics and AI in Drug Discovery - Day 4

Explorez l'intégration de l'IA et des données omiques multimodales pour la découverte de médicaments avec l'expert Sébastien Lemieux.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Synthesizability and Molecular Synthesis - Day 3

Explore synthesizability and molecular synthesis techniques with Connor Coley, gaining insights into advanced drug discovery methods and machine learning applications.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Coarse Grained Biological Systems - Day 2

Explore coarse-grained biological systems in drug discovery with Jacopo Venturin, delving into advanced machine learning applications for pharmaceutical research.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Modeling Population Dynamics - Day 4

Explore population dynamics modeling techniques for drug discovery, focusing on innovative approaches and their applications in pharmaceutical research.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Harnessing Geometric ML for Molecular Design - Day 3

Explore geometric machine learning techniques for innovative molecular design in drug discovery with expert Michael Bronstein.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Open-Source Initiatives and Benchmarking Efforts in Machine Learning for Drug Discovery - Day 5

Explore open-source initiatives and benchmarking efforts in machine learning for drug discovery with Karmen Condic-Jurkic from Valence Labs.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Generative Models of Molecular Structures - Day 3

Explore generative models for molecular structures, focusing on applications in drug discovery and computational chemistry.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Causal Discovery and Representation Learning - Day 4

Explore causal discovery and representation learning in machine learning for drug discovery with Jason Hartford's insightful presentation.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Virtual Screening Techniques for Drug Discovery - Lab 1

Explore virtual screening techniques for drug discovery through hands-on lab exercises guided by industry experts.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Machine Learning in Structure-Based Drug Discovery - Day 2

Explore machine learning applications in structure-based drug discovery, focusing on innovative techniques and their impact on pharmaceutical research.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Graph Neural Networks for Chemistry - Day 1

Explore Graph Neural Networks for molecular property prediction in drug discovery, covering GNN design, expressivity, attention, and multimodality.

• YouTube
• 46 minutes
• Self-Paced
• Free Video