Valence Labs Courses

Exploring Molecular Space and Active Learning in Drug Discovery

Explore molecular space and active learning techniques for drug discovery with AI pioneer Yoshua Bengio's insights from the 2024 ML Summer School at Mila.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

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