Lectures related to Tensorial Properties in Scientific Machine Learning

Equivariant Structural Representations

Explores equivariant structural representations in atomistic machine learning, emphasizing the importance of representing target properties in the spherical basis.

Capacitors and Energy Storage

Covers capacitance, energy storage, dielectrics, and polarization in electric circuits.

Electromagnetic Fields in Medium

Explores electromagnetic fields in a medium, covering macroscopic Maxwell equations, polarization, magnetization, and dielectric permittivity.

Polarization Methods

Explores linear polarization generation, birefringence, dichroism, and crystal classification.

Index ellipsoid: wave equation and dispersion relation

Explores the wave equation, dispersion relation, index ellipsoid, and energy conservation in dielectric media.

Dielectric Materials: Properties and Models

Explores electrostatic screening, dielectric properties, and solving electrostatic problems with different geometries.

Constitutive Relations in Materials

Covers constitutive relations in materials, induced effects, related charges, and non-linear responses.

Electric Dipole Moments: Potential Energy and Field

Explores dipole definition, polarization types, energy, and electric field.