- Eun Cheol Kim (김은철, 金恩徹), also known as silveriron
- Ph.D. Student in Computational Chemistry at Seoul National University
- Polyglot Researcher
- Native
- Fluent / Business
- Basic / Familiar with
- Open to international collaborations and always excited to learn new languages and cultures
- Molecular Dynamics (MD) Simulation
- Quantum Mechanics (QM) Simulation
- Cheminformatics & Bioinformatics
- Protein Modeling
- Machine Learning (ML) & Artificial Intelligence (AI) for Science
- Scientific Computing
- MD Simulation: LAMMPS, OpenMM, CHARMM-GUI, MDAnalysis, MDTraj
- QM Simulation: Gaussian, GAMESS, Avogadro
- Cheminformatics & Bioinformatics: RDKit, BioPython
- Protein Modeling
- Structure Prediction: AlphaFold3/2, RoseTTAFold2/1, ESMFold, OmegaFold, Chai-1, Boltz-2/1
- Docking Simulation: AutoDock Vina
- ML & AI for Science
- Frameworks: PyTorch, TensorFlow (Keras), Scikit-learn, imbalanced-learn
- Foundation Models: Hugging Face Transformers, MoLFormer, ProtT5
- Explainable AI: SHAP, Captum
- Scientific Computing: Python (Numpy, Pandas, SciPy), C, FORTRAN, Bash
- Data Visualization: ChimeraX, Ovito, VMD, PyMol, Matplotlib, Gnuplot, Igor64
- Operating Systems & HPC: Linux (Rocky Linux, CentOS, Ubuntu), MacOS, Windows, SLURM
- Environments: Git, VSCode, Vim, LaTeX, Anaconda
- E. C. Kim and YounJoon Jung*, (In preparation)
- E. C. Kim, D. J. Chun, C. B. Park and B. J. Sung*, "Machine Learning Predicts the Glass Transition of Two-Dimensional Colloids Besides Medium Range Crystalline Order", Phys. Rev. E 108, 044602 (2023) DOI: https://doi.org/10.1103/PhysRevE.108.044602
- Yoon Jeonsu & Lee Samrak (윤전수 & 이삼락) Scholarship, Seoul National University Foundation (Mar 2026 – Aug 2026)
- Best Poster Award, 140th Summer Symposium of Physical Chemistry Division, Korean Chemical Society (Jun 2023)
- Best Poster Award, 137th Summer Symposium of Physical Chemistry Division, Korean Chemical Society (Jun 2022)
- Magna Cum Laude, Department of Chemistry, Sogang University (Feb 2022)
- Graduate Teaching Assistant at Seoul National University
- Chemistry (Sep 2025 – Dec 2025)
- Chemistry Lab (Mar 2025 – Jun 2025)
- Graduate Teaching Assistant at Sogang University
- General Chemistry 2 (Sep 2023 – Dec 2023)
- General Chemistry Lab 1 (Mar 2023 – Jun 2023)
- Physical Chemistry Lab 2 (Sep 2022 – Dec 2022)
- Physical Chemistry Lab 1 (Mar 2022 – Jun 2022)
- Seoul National University, Seoul, Republic of Korea (Mar 2025 – Present)
- Ph.D. Student in Chemistry | Advisor: Prof. YounJoon Jung
- Sogang University, Seoul, Republic of Korea (Mar 2022 – Feb 2024)
- M.S. in Chemistry | Advisor: Prof. Bong June Sung
- Sogang University, Seoul, Republic of Korea (Mar 2015 – Feb 2022)
- B.S. in Chemistry & B.Ed. in Educational Culture (Double Major)
- LinkedIn: https://linkedin.com/in/eun-cheol-kim
- Google Scholar: https://scholar.google.com/citations?user=1gTAhbQAAAAJ
- ORCID: https://orcid.org/0000-0001-9034-1316
- E-mail: silveriron.4726@gmail.com
- In Korean, 은 (Eun) and 철 (Cheol) are homonyms for silver (
$^{47}\text{Ag}$ ) and iron ($^{26}\text{Fe}$ ), respectively. It's a chemical pun on my own name.