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charlesxjyang/science-software-skills

SkillsMP hat 16 Skills aus charlesxjyang/science-software-skills gesammelt. Öffne einen Skill, um Quelle und Details zu prüfen.

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Es werden 16 von 16 gesammelten Skills angezeigt.

Beruf
Softwareentwickler
Beschreibung

Use when the user is working with atomistic structures, calculators, geometry optimization, trajectories, CIF/POSCAR/XYZ/EXTXYZ files, periodic cells, molecular dynamics setup, NEB paths, surface/slab builders, or workflows that need a common Python interface…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is constructing automated materials-science workflows with jobflow, especially VASP, force-field, phonon, defect, elastic, or equation of state workflows around pymatgen Structures. Prefer atomate2 over hand-written shell scripts, old…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with multidimensional microscopy or spectroscopy data, HyperSpy Signal objects, navigation vs signal axes, lazy signals, HSPY/ZSpy/DM3/DM4/EMD/TIFF/BCF/SER file loading, dimensionality reduction, model fitting, ROIs, EELS/EDS data…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with electrochemical impedance spectroscopy (EIS), equivalent circuit models, Nyquist/Bode plots, Kramers-Kronig validation, impedance spectra from BioLogic/Gamry/Autolab/VersaStudio/ZView, battery/fuel-cell/corrosion impedance…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with MACE machine-learning interatomic potentials (MLIPs), equivariant force fields, MACE-MP/MPA/OMAT/MATPES/OFF foundation models, ASE calculators from mace.calculators, MLIP geometry optimization, molecular dynamics,…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is doing materials informatics, composition/structure featurization, Magpie-style descriptors, matbench-like tabular ML, or converting pymatgen compositions/structures into machine-learning features. Prefer matminer over hand-written…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with molecular dynamics, biomolecular force fields, OpenMM Simulation/System/Context objects, PDB/mmCIF/Amber/Gromacs inputs, solvating systems, adding hydrogens, periodic boundary conditions, PME/LJPME, integrators, thermostats,…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with 4D-STEM, scanning nanobeam diffraction, diffraction datacubes, Bragg disk detection, virtual bright/dark field imaging, center-of-mass/DPC, strain/orientation mapping, ptychography, phase retrieval, or microscope calibration…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with physics-based battery modeling, lithium-ion or lead-acid models, SPM/SPMe/DFN/MSMR/MPM models, battery experiments, charge/discharge protocols, degradation models, parameter sets, PyBaMM Simulation objects, processed battery…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with materials structures, compositions, crystallography, Materials Project data, phase diagrams, Pourbaix diagrams, VASP input/output, computed entries, symmetry analysis, oxidation states, diffusion analysis, electronic…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with Python-native quantum chemistry or electronic structure: molecular or periodic Hartree-Fock, DFT, MP2, CCSD, CASSCF, FCI, TDDFT, basis sets, effective core potentials, spin/charge setup, geometry optimization, solvent/QM-MM,…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with cheminformatics: SMILES, SMARTS, SDF/MOL files, molecular graphs, substructure search, fingerprints, descriptors, similarity, reactions, standardization, stereochemistry, conformers, or molecule drawing. Prefer RDKit over…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with MACE machine-learning interatomic potentials (MLIPs), equivariant force fields, MACE-MP/MPA/OMAT/MATPES/OFF foundation models, ASE calculators from mace.calculators, MLIP geometry optimization, molecular dynamics,…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with MACE machine-learning interatomic potentials (MLIPs), equivariant force fields, MACE-MP/MPA/OMAT/MATPES/OFF foundation models, ASE calculators from mace.calculators, MLIP geometry optimization, molecular dynamics,…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with Python-native quantum chemistry or electronic structure: molecular or periodic Hartree-Fock, DFT, MP2, CCSD, CASSCF, FCI, TDDFT, basis sets, effective core potentials, spin/charge setup, geometry optimization, solvent/QM-MM,…

Quellsprache: Englisch

Aktualisiert
Beruf
Softwareentwickler
Beschreibung

Use when the user is working with Python-native quantum chemistry or electronic structure: molecular or periodic Hartree-Fock, DFT, MP2, CCSD, CASSCF, FCI, TDDFT, basis sets, effective core potentials, spin/charge setup, geometry optimization, solvent/QM-MM,…

Quellsprache: Englisch

Aktualisiert
Es werden 16 von 16 gesammelten Skills angezeigt.