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raver8/README.md

Victor Karamalis

"Imagination is more important than knowledge."

--Albert Einstein

whoami

  • Currently Researcher @ Lattice Studio Labs LLC β€” AI-driven materials discovery & characterization
  • Former Research Scientist @ Fordham University β€” SAFE database & ML pipelines for rare earth chemistry
  • Visiting Researcher @ Los Alamos National Laboratory (Theoretical Division) β€” LLM pretraining for molecular discovery
  • Former Adjunct Professor @ St. Thomas University β€” Big Data Analytics & Data Warehousing
  • B.A. Chemistry & M.S. Management & Systems @ New York University
  • ORCID iD icon 0000-0002-9596-9919

Interests

  • AI/ML for computational chemical discovery πŸ§ͺ
  • F-element (lanthanide/actinide) separation chemistry βš›
  • LLM fine-tuning and domain-specific model development πŸ€–
  • High-performance computing on NVIDIA GPU infrastructure (H100, NERSC) πŸ–₯
  • Open-source scientific database development πŸ’Ύ
  • Bridging ML techniques with experimental chemistry workflows πŸ”—
  • Nanomaterial design and radiation shielding compounds πŸ›‘

Highlights

Victor's Github stats

πŸ—ƒ SAFE Database β€” Separation Archive for F-Elements

The largest open-source actinide/lanthanide solvent extraction data repository, with 8,057+ curated measurements across 295 unique ligand molecules. Built with a Python/LLM pipeline in collaboration with LANL chemists and data scientists. Contributes to DOE-funded Heavy Element Chemistry research.

πŸ“„ Karamalis, V., et al. (2025). Solvent Extraction and Ion Exchange. 🌐 safe.lanl.gov

πŸ›‘ Mantel Material β€” Radiation Shielding Nanomaterial

Computational modeling for a novel multi-layered thin-film compound with radiation shielding properties.

πŸ“‹ Provisional U.S. Patent Application No. 63/567538

πŸ”¬ ML Pipeline for Chemical Separation

End-to-end deep learning workflow for chemical property prediction, benchmarked on NERSC-hosted NVIDIA H100 GPUs.

πŸ“Ž ML Chemical Repository

Core Stack

AI/ML: Python Β· PyTorch Β· TensorFlow Β· LLM fine-tuning Β· MLIPs Β· RDKit
NVIDIA / HPC: JAX Β· NIM Β· H100 GPU optimization Β· NERSC Β· Alchemi
Cloud: GCP Β· AWS Β· Azure Β· Kubernetes
Domain: Separation chemistry Β· Lanthanide/actinide systems Β· Ligand chemistry Β· Nanomaterials

Selected Publications & Patents

  • Karamalis, V., et al. (2025). Creation of the Separation Archive for Elements (SAFE) Database. Solvent Extraction and Ion Exchange. https://doi.org/10.1080/07366299.2025.2564381
  • Lee, J., Karamalis, V. (Contributor). (2024). Machine learning-aided chemical kinetic modeling. Doctoral dissertation, University of Texas. https://doi.org/10.26153/TSW/55747
  • Karamalis, V. (2024). Mantel Material β€” Radiation Shielding Compound. Provisional U.S. Patent Application No. 63/567538.

Memberships

πŸ› Royal Society of Chemistry (767030)
πŸ› Royal Society for Arts, Manufactures & Commerce (Fellow)
πŸ“‹ Project Management Institute β€” PMP (539366)


πŸ“« victor.karamalis@nyu.edu | πŸ”— Credly | πŸ’» GitHub

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    Victor Karamalis

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