Active researcher in Applied Mathematics since Fall 2015. Worked on several real life problems which resulted in multiple publications.
Accomplished numerous courseworks related to Scientific Computing such as Machine learning, Computional Fluid Dynamics, Dynamical Systems, Operations Research etc.
Strong Programming skills are demonstrated throughout my research journey as it is a vital part of the accomplished projects to validate the claimed theoretical results.
Worked with Dr. William Layton.
The projects I assisted were “Accurate Prediction of Fluid Motion” and “Time Accurate Prediction of Fluid Motion”.
Projects were funded by NSF (DMS 1817542) and NSF (DMS 2110379).
Certified for "Data Basics Workshop (Python)", Research Computing Education (RCE), University of Pittsburgh.
Workshop on "Small scale dynamics in incompressible fluid flows", American Institute of Mathematics, CA.
Machine Learning
Machine learning techniques applied to multi-objective optimization problems (Used RStudio) where true data were provided from high fidelity physics simulations of an important manufacturing process.
Trained Non-Bayesian linear models, regularized models with elastic net, neural networks, random forest, gradient boosted tree, support vector machines and partial least squares.
Identified the best models for each output and used best models to identify the input values that minimize the continuous output (response) and minimize the probability that the binary output (outcome) equals the event.
Skills
Tools and Languages: MATLAB, R, Python, FEniCS, FreeFEM++, SQL, Maple, Mathematica, C++, FORTRAN, Latex etc.
Quantitative Research: Numerical Analysis, Scientific Computing, Mathematics of Finance, Optimization, Mathematical and Stochastic Modeling, Finite Element, Machine Learning, Iterative Methods, Operations Research etc.
Web: HTML, CSS, Adobe Photoshop, Adobe Illustrator etc.
Pedagogical Training
Completed course on "Teaching Orientation", Fall 2018, Department of Mathematics, University of Pittsburgh.
Certified for completing “Level 1 Tutor Training” organized by Center for Academic Success, Florida International University, 2018.
Certified for completing the training on “Strengthening Pedagogical Skills of Teachers” organized by IUBAT, supported by USAID, Winrock International, 2015.
Other Certifications
Certified for completing "Data Basics Workshop (Python)" organized by Research Computing Education (RCE), University of Pittsburgh, 2022.
Certified for completing the course on “Professional Graphic Design” funded by Bangladesh Hi-Tech Park Authority, 2014.