- ⚡ I am currently a PhD in multiscale modelling for metal characterization and hydrogen embrittlement at Aachen Univeristy
- ⚡ I studied AI and machine learning for my Master's program at Aalto Univeristy. My Bachelor is in Computational Engineering
- ⚡ I have adequate experience in applied exisitng ML models for solving/aiding material engineering problems
- ⚡ On macroscale, I mostly use Abaqus (Both Implicit and Explicit) for research, including hydrogen diffusion and damage modelling
- ⚡ On microscale, the standard pipeline is MTEX in Matlab, RVE construction in Dream3D, meshing in Neper, and running crystal plasticity such as CPFFT in DAMASK or CPFEM in Abaqus
- ⚡ For SWE side, I have adequate experience in optimization, workflow design, and supercomputing service.
My Github has many repositories, so I categorize them below here for easier navigation. There are some private repositories, mostly due to proprietary knowledge and unpublished research work. If you wish to access Private repositories, please send me a direct email for request.
📚 All repositories
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Research & project repositories
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Journal manuscripts
Name Visibility Status Spring-Nuance-PhD-Conferences private Ongoing Journal-Strain-Gradient-Crystal-Plasticity-Nanoindentation private Ongoing Journal-CP1000-Hydrogen-Embrittlement-Modelling private Ongoing Journal-Hydrogen-TDS-Calibration private Ongoing Journal-Seq2seq-Anisotropic-Plasticity private Ongoing Journal-Seq2seq-Isotropic-Plasticity private Ongoing Journal-Crystal-Plasticity-Parameter-Calibration private Ongoing Journal-General-Literature public Completed -
Projects
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Reference repositories
Name Visibility Status CrystalPlasticity public Completed hydra-Abaqus-FEA public Completed Professor-Aravas-Materials private Completed Jishulink-Materials public Completed Amazing-Materials-For-Multiscale-Mechanics public Completed Abaqus-COMSOL-Subroutine-References public Completed Abaqus-Fortran-Subroutine public Completed flower-federated-learning-framework public Completed deepxde public Completed High-Level-GPU-Programming public Completed FTorch public Completed Reinvent public Completed fortran-tf-lib public Completed DRAGen-RVE-Generator public Completed Reinvent-Community public Completed LSTM_encoder_decoder public Completed fake-shop-detection_models public Completed swarmlib public Completed hpc-python-csc public Completed ABAQUS-US public Completed fortran_tools public Completed pytorch-wgan public Completed
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Course repositories
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Mathematic courses
Name Visibility Status Quantum-Mechanics public Completed Quantum-Information public Completed Partial-Differential-Equations public Completed Computational-Methods-In-Stochastics public Completed Stochastic-Processes public Completed Multivariate-Statistical-Analysis public Completed Prediction-And-Time-Series-Analysis public Completed Statistical-Inference public Completed Convex-Optimization public Completed Numerical-Methods-In-Engineering public Completed Numerical-Analysis public Completed Introduction-To-Optimization public Completed Foundations-Of-Discrete-Mathematics public Completed First-Course-In-Probability-And-Statistics public Completed Linear-Algebra-And-Matrix-Algebra public Completed Basic-Calculus public Completed -
Mechanical engineering courses
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Computer science courses
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Machine learning/Data Science/AI theoretical courses
Name Visibility Status Deep-Learning public Completed Deep-Generative-Models public Completed Machine-Learning-Advanced-Probabilistic-Methods public Completed Gaussian-Processes public Completed Reinforcement-Learning public Completed Large-Scale-Data-Analysis public Completed Special-Course-Geometric-Deep-Learning public Completed Special-Course-Bayesian-Workflows private Completed Bayesian-Data-Analysis public Completed Methods-Of-Data-Mining public Completed Machine-Learning-Supervised-Methods public Completed Machine-Learning public Completed Declarative-Programming private Completed Artificial-Intelligence private Completed Introduction-To-Artificial-Intelligence public Completed -
Machine learning/Data Science/AI applied courses
Name Visibility Status Human-In-The-Loop-De-Novo-Molecular-Design public Completed Statistical-Genetics-And-Personalised-Medicine private Completed Modeling-Biological-Networks private Completed SNLP-Project public Completed Statistical-Natural-Language-Processing public Completed Speech-Recognition public Completed Speech-Processing public Completed Federated-Learning public Completed Special-Course-In-MACADAMIA private Completed Special-Course-Large-Scale-Computing-And-Data-Analysis public Completed Special-Course-Machine-Learning-For-Climate-Action public Completed Business-Intelligence public Completed Business-Analytics-II public Completed Business-Analytics-I public Completed MySQL-For-Data-Analytics public Completed Computational-Social-Science public Completed Information-Visualization public Completed Deep-Learning-With-Python public Completed Machine-Learning-With-Python public Completed
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Tutorial repositories
Name Visibility Status Tutorial-Abaqus-CAE private Ongoing Tutorial-Ansys-Workbench private Ongoing Tutorial-ANSYS-Fluent private Ongoing Tutorial-COMSOL-Multiphysics private Ongoing Tutorial-Altair-Hypermesh-Optistruct private Ongoing Tutorial-MTEX-Dream3D-Neper-Paraview private Ongoing Tutorial-MATLAB-SIMULINK private Ongoing Tutorial-AutoCAD private Ongoing Tutorial-Solidworks private Ongoing Tutorial-GD-and-T private Ongoing Tutorial-CSC-HPC private Ongoing Linux-Basics public Ongoing
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Language repositories
Name Visibility Status Academic-Writing-Instructions-And-Tips private Completed JLPT-Materials public Completed Goethe-Zertifikat-Materials public Completed YKI-Materials public Completed Integrated-Oral-And-Written-Skills public Completed
The universe is full of magical things patiently waiting for our wits to grow sharper.
EDEN PHILLPOTTS
