29:1002: Matthias Scheffler - A primer to NOMAD
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A 29-minute video from fhitheory: “02: Matthias Scheffler - A primer to NOMAD”.
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21:5603: Stefano Curtarolo - The seek for fingerprints in materials prediction (keynote talk)
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A 22-minute video from fhitheory: “03: Stefano Curtarolo - The seek for fingerprints in materials prediction (keynote talk)”.
41:2808: Jan Vybiral - Compressed sensing (keynote talk)
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A 41-minute video from fhitheory: “08: Jan Vybiral - Compressed sensing (keynote talk)”.
24:5309: Runhai Ouyang - Searching for material descriptors by SISSO
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22:3211: Claudia Draxl - Displaying computed scientific
A 23-minute video from fhitheory: “11: Claudia Draxl - Displaying computed scientific”.
43:4615: Tim Mueller - Practical applications of Bayesian cluster expansions (keynote talk)
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19:0816: Maria Troppenz - Cluster expansion for large parent cells: clathrates as a prototypical example
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13:0417A: Santiago Rigamonti - Cluster expansion, ab initio thermodynamics, and cross validation
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8:3617B: Alex Huebner - Cluster expansion, ab initio thermodynamics, and cross validation
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39:4418: Ghanshyam Pilania - Materials property predictions using machine learning: Recent ...
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31:5419: Mario Boley - Subgroup discovery
A 32-minute video from fhitheory: “19: Mario Boley - Subgroup discovery”.
31:5320: Kristian Thygesen - Computational screening of materials
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26:0121: Mikkel Strange - Estimating and controling numerical errors on DFT calculations
A 26-minute video from fhitheory: “21: Mikkel Strange - Estimating and controling numerical errors on DFT calculations”.
24:4523: Gabor Csanyi - Overview of kernel-based machine learning of atomistic properties
A 25-minute video from fhitheory: “23: Gabor Csanyi - Overview of kernel-based machine learning of atomistic properties”.
29:2524: James Kermode - On the fly learning of forces
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44:0925: Anatole von Lilienfeld - Quantum machine learning (keynote talk)
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1:06:54L02, Volker Blum, Practical implementations of DFT I: Technical foundations and numerical methods
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A 67-minute video from fhitheory: “L02, Volker Blum, Practical implementations of DFT I: Technical foundations and numerical methods”.
1:01:37L03, Hardy Gross, Exchange-correlation functionals
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57:21L06, Sergey Levchenko, Periodic systems: Concepts and numeric atom-centered orbitals
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55:44L07, Xavier Gonze, Plane-wave pseudopotentials and projector augmented wave methods
A 56-minute video from fhitheory: “L07, Xavier Gonze, Plane-wave pseudopotentials and projector augmented wave methods”.
47:26L08, Claudia Draxl, (Linear) augmented plane waves
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49:30L09, Stefaan Cottenier, Reproducibility in density-functional theory calculations of solids
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45:59L10, Igor Ying Zhang, Basics and state of the art of quantum-chemistry methods ...
A 46-minute video from fhitheory: “L10, Igor Ying Zhang, Basics and state of the art of quantum-chemistry methods ...”.
54:26L11, Thomas Körzdörfer, Spectroscopic benchmark datasets for molecules
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53:54L12, Carsten Baldauf, Searching conformational space of molecules
A 54-minute video from fhitheory: “L12, Carsten Baldauf, Searching conformational space of molecules”.
51:29L13, Lin Lin, Electronic-structure theory for large-scale simulations
A 51-minute video from fhitheory: “L13, Lin Lin, Electronic-structure theory for large-scale simulations”.
55:21L14, Luca Ghiringhelli, Ab initio statistical mechanics
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53:00L15, Mariana Rossi, Ab initio molecular dynamics
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50:04L16, Gábor Csányi, Machine learning for materials modelling
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A 50-minute video from fhitheory: “L16, Gábor Csányi, Machine learning for materials modelling”.
44:47L17, Matthias Rupp, Machine learning for quantum mechanics
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A 45-minute video from fhitheory: “L17, Matthias Rupp, Machine learning for quantum mechanics”.
55:38L18, Luca Ghiringhelli, Compressed sensing and screening for properties
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A 56-minute video from fhitheory: “L18, Luca Ghiringhelli, Compressed sensing and screening for properties”.
53:36L19, Stefan Goedecker, DFT with wavelets
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52:36L20, Sergey Levchenko, Ab initio thermodynamics
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53:16L21, Peter Kratzer, Kinetic Monte Carlo
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44:45L22, Santiago Rigamonti, Cluster expansion
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A 45-minute video from fhitheory: “L22, Santiago Rigamonti, Cluster expansion”.
52:38L23, Stefano Curtarolo, After you have learned everything about DFT-energy, you discover ...
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A 53-minute video from fhitheory: “L23, Stefano Curtarolo, After you have learned everything about DFT-energy, you discover ...”.