Molecular Modelling and Drug Discovery

Molecular Modelling and Drug Discovery

Welcome to this space dedicated to the M2D2 Talks co-organized by Valence Discovery and Mila - Quebec AI Institute. From applied research papers to open source projects, we're hoping to use these talks to help demystify AI for drug discovery and make the field more accessible for newcomers. M2D2 will bring our vibrant AI & drug discovery communities together and spark new perspectives, provoke discussions, and offer a safe space to share new ideas. For the best experience, please visit our YouTube channel where slides and video presentations can be referenced.

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Episoder(60)

Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization | Tianfan Fu

Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization | Tianfan Fu

[DISCLAIMER] - For the full visual experience, we recommend you tune in through our YouTube channel to see the presented slides. If you enjoyed this talk, consider joining the Molecular Modeling and ...

22 Sep 202248min

Bridging Computation and Experimentation with Evidential Deep Learning | Ava Amini

Bridging Computation and Experimentation with Evidential Deep Learning | Ava Amini

If you enjoyed this talk, consider joining the Molecular Modeling and Drug Discovery (M2D2) talks live. Also consider joining the M2D2 Slack Abstract: The success of machine learning (ML) in chemist...

16 Sep 20221h 1min

Machine Learning for Scientific Discovery | Yoshua Bengio

Machine Learning for Scientific Discovery | Yoshua Bengio

Abstract: Machine learning research is expanding its reach, beyond the traditional realm of the tech industry and into the activities of other scientists, opening the door to truly transformative adva...

11 Sep 202252min

Beyond Atoms and Bonds: Contextual Explainability via Molecular Graphical Depictions | Marco Bertolini

Beyond Atoms and Bonds: Contextual Explainability via Molecular Graphical Depictions | Marco Bertolini

If you enjoyed this talk, consider joining the Molecular Modeling and Drug Discovery (M2D2) talks live: https://valence-discovery.github.io/M2D2-meetings/ Also consider joining the M2D2 Slack: https...

14 Jul 202257min

Bayesian Modelling of Synergistic Drug Combination Effects in Cancer Using Gaussian Processes - Leiv Rønneberg

Bayesian Modelling of Synergistic Drug Combination Effects in Cancer Using Gaussian Processes - Leiv Rønneberg

If you enjoyed this talk, consider joining the Molecular Modeling and Drug Discovery (M2D2) talks live: https://valence-discovery.github.io/M... Also consider joining the M2D2 Slack: https://m2d2grou...

7 Jul 202250min

Open Source Initiatives to Get You Started with AI in Drug Discovery

Open Source Initiatives to Get You Started with AI in Drug Discovery

If you enjoyed this talk, consider joining the Molecular Modeling and Drug Discovery (M2D2) talks live: https://valence-discovery.github.io/M... Also consider joining the M2D2 Slack: https://m2d2grou...

30 Jun 20221h 2min

Integrating Structure-based and Ligand-based Modeling for Drug Design - Joseph M. Paggi

Integrating Structure-based and Ligand-based Modeling for Drug Design - Joseph M. Paggi

If you enjoyed this talk, consider joining the Molecular Modeling and Drug Discovery (M2D2) talks live: https://valence-discovery.github.io/M... Also consider joining the M2D2 Slack: https://join.sla...

25 Jun 202251min

Optimal Transport Modeling of Population Dynamics in Single-Cell Biology - Charlotte Bunne

Optimal Transport Modeling of Population Dynamics in Single-Cell Biology - Charlotte Bunne

If you enjoyed this talk, consider joining the Molecular Modeling and Drug Discovery (M2D2) talks live: https://valence-discovery.github.io/M... Also consider joining the M2D2 Slack: https://join.sla...

16 Jun 202245min

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