Viet (Tien) N.
Postdoctoral Scientist
Experience
Aug 2023 - Jul 2025
2 yearsChina
Postdoctoral Scientist
Institute of Theoretical Physics, Chinese Academy of Sciences
- Substantially improving accuracy in predicting dynamical propensity in supercooled liquid via implementation of Principal Component Analysis and data analysis.
- Successfully perform molecular dynamics simulation and statistical physics to theoretically achieve a characterization of jamming transition in biological cells.
- Experience in creating and annotating high-quality training data across text, image, and video.
- Familiarity with annotation projects involving language sensitive or nuanced content.
Aug 2017 - May 2023
5 years 10 monthsUnited States
Ph.D. Researcher Assistant
Iowa State University
- Worked independently to research and develop new ML models to detect and classify nano-domains structure of super-cooled liquids and glass-former materials.
- Collaborated with postdocs to build an extensive theoretical framework by implementing numerous statistical data analysis techniques to achieve super-resolution images for nonblinking point-sources using higher-order-mode detection and optical heterodyning.
- Solid background in mathematics and statistical physics.
- Expertise to analyze and perform numerical and statistical data analysis techniques such as maximum likelihood optimization, regression models, etc., both in MATLAB and Python.
- Proficiency in writing scientific codes with Python to be useful and reproducible by using Object-Oriented Programming (OOP) and building a package.
- Solid background knowledge of Machine Learning both in concepts and implementation of a variety of techniques in both supervised and unsupervised learning such as clustering analysis, Principal Component Analysis, Gaussian Mixture, SVM, etc.
- Experience working with data science toolkits such as EDA, Pandas, SQL, Numpy, SciKit-Learn, Scipy and tools like Matplotlib and Seaborn for data visualization.
- Mastered at performing molecular dynamics simulations using LAMMPS.
- Experience and familiarity with AI, BASH, Linux/Unix, GitHub, LaTeX, OpenMPI/HPC.
Jan 2017 - Dec 2018
2 yearsUnited States
Teaching Assistant
Iowa State University
- Led weekly laboratory sessions on General Chemistry to class of ~35 students for 2 semesters.
- Designed and led weekly lecture review and recitations of Molecular Thermodynamics for group of ~25 students for 2 semesters.
- Graded problem sets and exams.
Jan 2015 - Dec 2017
3 yearsFlint, United States
Tutoring
University of Michigan–Flint
- Tutored college-level students in Mathematics, Chemistry, and Physics, fostering stronger subject mastery and academic success.
Summary
Hardworking, organized, and devoted Ph.D. with over 8+ years of experiences in computationally applying statistical data analysis and Machine Learning algorithms in modelling and statistical physics. I am seeking employment that would leverage my intellectual knowledge and working experience as well as strong computational skills to contribute to the company's goal and success.
Languages
Vietnamese
NativeEnglish
AdvancedEducation
Aug 2017 - Jun 2023
Iowa State University
Doctor of Philosophy · Physical Chemistry · United States
Aug 2013 - May 2017
University of Michigan-Flint
Bachelor of Science · Chemistry · United States
Certifications & licenses
POSTDOCTORAL CERTIFICATE
National Postdoctoral Management Committee
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