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Materials Informatics | Technology, Institution & Company Guides

MATERIALS INFORMATICS KNOWLEDGE LIBRARY

Materials Informatics | Technology, Institution & Company Guides

Start with MI, LLMs and experiments, then explore 38 technology guides, 8 institution profiles and 19 company profiles with illustrations and sources.

Concept illustration separating LLM assistance, specialised materials models and physical experiments

READ THIS FIRST

Read This First: Materials Informatics, Including How It Differs from LLMs

No prior knowledge needed. Understand what MI does, how it differs from LLMs and how specialised models and experiments work together. Explore a conditional future and learn how to read evaluations before choosing an individual guide.

Start with the overview →

Technology Guides 38

TECHAI Agents for Materials Research TECHAI Analysis of Spectra and Images TECHApplications to Alloys and Structural Materials TECHApplications to Battery Materials TECHApplications to Catalysts TECHApplications to Semiconductor and Electronic Materials TECHBayesian Optimization and Active Learning TECHBenchmarks and How to Read AI Evaluations TECHClosed-Loop Optimization TECHCrystal Structure Prediction and Stability TECHExplainable AI and Materials Insight TECHFundamentals of Density Functional Theory TECHGenerative AI for Materials Design TECHGraph Neural Networks TECHHigh-Entropy Alloys TECHHigh-Throughput Computation TECHHigh-Throughput Experiments and Robotic Synthesis TECHHow AI Agents Work TECHHow to Read Evaluation and Reproducibility in Materials Informatics TECHIntroduction to Materials Informatics TECHLarge Language Models and Text Mining for Materials TECHMachine Learning and Neural Network Fundamentals TECHMachine Learning with Small Data TECHMachine-Learning Interatomic Potentials TECHMaterials Data and Descriptors TECHMaterials Databases and the FAIR Principles TECHMetal-Organic Frameworks (MOFs) TECHMolecular Dynamics TECHMultiscale Simulation and Digital Twins TECHNational MI Strategies and Data Infrastructure TECHNext-Generation Battery Chemistries Compared TECHPlatinum Group Metals and Catalysts TECHPolymer Basics TECHPolymer Informatics TECHQuantum Chemistry and Materials Simulation TECHSelf-Driving Laboratories TECHTransformers and Large Language Models TECHUncertainty and Applicability Domain

Institution Profiles 8

ORGEuropean Commission ORGJST (Japan Science and Technology Agency) ORGMinistry of Economy, Trade and Industry (METI) ORGNational Institute of Standards and Technology (NIST) ORGNational Science Foundation (NSF) ORGNEDO (New Energy and Industrial Technology Development Organization) ORGNIMS (National Institute for Materials Science) ORGU.S. Department of Energy (DOE)

Company Profiles 19

COApplied Materials COChemspeed Technologies COCitrine Informatics COCuspAI CODassault Systèmes COENEOS COGoogle DeepMind COIBM COLila Sciences COMeta COMicrosoft COMitsui Chemicals CONVIDIA COOrbital Industries COPeriodic Labs COPreferred Networks CORadical AI COSchrödinger COSES AI
🌐 Japanese