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Artwork for Materials and Megabytes

Exploring the development of machine learning for materials science, physics, and chemistry applications through conversation with researchers at the forefront of this growing interdisciplinary field. Brought to you in collaboration by the Stanford Materials Computation and Theory Group and Qian Yang's lab at the University of Connecticut.

PublishesMonthlyEpisodes10Founded7 years ago
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Artwork for Materials and Megabytes

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We discuss the paper Learning from Failure: Predicting Electronic Structure Calculation Outcomes with Machine Learning Models with the author Prof. Heather J. Kulik.

Papers discussed in this episode:

• (Main discussion) Duan, C.; Janet, J. P.; Liu,... more

We discuss the paper Screening billions of candidates for solid lithium-ion conductors: A transfer learning approach for small data with the authors Dr. Ekin Dogus Cubuk and Dr. Austin D. Sendek.

Papers discussed in the episode:

• Cubuk, E. D.; Sen... more

Our guest on this episode is Dr. Turab Lookman from Los Alamos National Laboratory. The interview took place at the 2018 MRS Fall meeting.

Relevant papers:

• Gubernatis, J. E.; Lookman, T., Machine Learning in Materials Design and Discovery: Exampl... more

Our guest on this episode is Dr. Patrick Riley from Google Accelerated Science.

Some relevant papers and links:

• Riley, P., Practical advice for analysis of large, complex data sets. The Unofficial Google Data Science Blog, www.unofficialgoogledat... more

Our guest for this episode is Prof. Dr. O. Anatole von Lilienfeld from the University of Basel.

Some relevant papers:

• Huang, B., and von Lilienfeld, O. A., The ‘DNA’ of Chemistry: Scalable Quantum Machine Learning with ‘Amons.’ arXiv:1707.04146, ... more

Our guest on this episode is Professor Gábor Csányi from the University of Cambridge.

Some relevant papers:

• Bartok, A. P., Payne, M. C., Kondor, R., and Csanyi, G., Gaussian

approximation potentials: the accuracy of quantum mechanics, without the... more

Our guest on this episode is Professor Evan J. Reed from Stanford University.

Our guest on this episode is Dr. Ekin Doğuş Çubuk from Google Brain.

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Materials and Megabytes launched 7 years ago and published 10 episodes to date. You can find more information about this podcast including rankings, audience demographics and engagement in our podcast database.

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