64217 2025 eng lecture 0 -- -- -- Within my talk, I have introduced the audience to high-throughput materials discovery with the help of workflow tools, machine learning and chemical heuristics. I started with a general introduction to the Materials Project software infrastructure and databases such as the Materials Project and NOMAD. Then, I dived into machine learning tasks relying on chemical bonding information, machine-learned interatomic potentials, and experimental data. Target properties of the machine-learning tasks were thermal properties, phonons, magnetism and synthesizability. Seminar at the Inorganic Chemistry Laboratory in Oxford Oxford, United Kingdom 25.09.2025 0 publish false true Janine George eng uncontrolled High-throughput eng uncontrolled Sustainability eng uncontrolled Machine Learning eng uncontrolled Materials Design eng uncontrolled Thermal Conductivity eng uncontrolled Magnetism eng uncontrolled Synthesizability eng uncontrolled Materials Acceleration Platform Ingenieurwissenschaften und zugeordnete Tätigkeiten 6 Materialchemie 6.6 Digitale Materialchemie Material Datei im Netzwerk der BAM verfügbar ("Closed Access") Präsentation Materialdesign