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Data Analysis Scientist

Location:
Charlottesville, VA
Posted:
January 05, 2024

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Resume:

Saikat Bera

**** ********** ******, ***************, ** 22903

434-***-**** # ad2g3z@r.postjobfree.com ï linkedin.com/in/saikatbera25/ § github.com/saikatbera25 Summary

Highly accomplished graduate researcher with over 7 years of experience in advanced physics and mathematical modeling. Proven expertise in applying cutting-edge analytical techniques and computational simulations to solve complex problems in dynamic systems. Skilled in various programming languages, data visualization, and leveraging tools like Mathematica, C++, and Python to generate impactful insights. Recognized for enhancing efficiency through innovative algorithm design and automation. Exceptional communicator and collaborator known for translating intricate concepts into actionable solutions.

Education

University of Virginia Aug. 2017 – Dec. 2023

Doctor of Philosophy in Physics, GPA: 3.261/4.0 Charlottesville, VA IISER Pune Aug. 2012 – May 2017

BS-MS (Dual Degree) in Physics, GPA: 8.7/10.0 Pune, Maharashtra, India Skills Summary

Expertise: Mathematical Modelling, Linear Algebra, Statistics, Probability, Algorithms, Quantitative Research, Quantum, Coding simulations, Data Science, Data Analytics, Data Mining, Data Wrangling, Data Modeling, Data Visualization, Data Solutions, Data Strategy, Machine Learning (ml), Advanced Analytics, Optimization, Research and Development, Thermodynamics, Predictive Models, Predictive Analytics, Derivatives, Logistic Regression (Linear Programming), Time-series (Forecasting), Clustering (Stochastic Spread), Decision Trees (Decision Analysis), Non-linear Dynamics, Graph Theory, Networks of chemical reactions, Database Management Programming Language: C++, Python (Pandas, Numpy, Matplotlib), Fortran Softwares: Mathematica, Excel, Powerpoint, Tableau, MATLAB, MS Office, SQL, Gnuplot Developer Tools & Platform: JupyterLab, Jupyter Notebook, Linux/UNIX environment, MySQL Soft Skills: Teamwork, Leadership, Organization, Communication Skills, Presentations, Problem Solving Skills, Critical Thinking, Adaptability, Time Management, Positive Attitude, Work Collaboratively, Strategy, Project Management, Cross-functional

Languages: English, Hindi, Bengali, Marathi, Urdu, Spanish Research Experience

University of Virginia May 2018 – Dec. 2023

Graduate Research Assistant Charlottesville, VA

• Investigated in collaboration with colleagues the use of chemical reactions for faster memory storage.

• Discovered relaxations protocols to overlap Mpemba effect with optimal transport. This can be used to design exponentially faster memory storage devices without sacrificing efficiency at low energy costs.

• Designed and coded algorithms using Mathematical Modelling on various programming platforms to simulate out of equilibrium dynamics of chemical reactions.

• Investigated and identified accelerated heating and cooling in chains of chemical reactions using statistical methods.

• Automated simulations using supercomputing integrated servers to optimize and enhance chemical production.

• Analyzed big data sets using statistical tools, exploratory data analysis, regression analysis and graphical representation to characterize topological behavior using principles of condensed matter physics.

• Introduced a novel method to simulate the time evolution in networks. This method is applicable to any situation that can be modeled as a network like chemical reactions, traffic flow etc.

• Massively reduced the simulation time required for large systems from exponential to linear time (from days to minutes)

• Provided data-driven new strategic insights on quantum level dynamics of biochemical pathways and condensed matter systems through quantitative analysis and statistical modeling.

• Presented the research results at national conferences and in written manuscripts. IISER Pune Jan. 2016 – May 2017

Undergraduate Researcher Pune, Maharashtra, India

• Investigated quantum entanglement across spatial boundaries in conformal-invariant quantum field theories (2d CFT) in two dimensions.

• Proposed a method using Mathematica to calculate higher order correction terms to entanglement entropy at low temperature for a 1-d system.

University of Bonn May 2015 – July 2015

Summer Intern - Awarded DAAD Scholarship Bonn, North Rhine-Westphalia, Germany

• Studied theoretical existence and evidence of “Dark Matter” at different length scales, its candidate particles and various detection methods.

• Coded algorithms on a UNIX platform using C++ to filter out the background for Indirect Detection of Dark Matter. Saha Institute of Nuclear Physics May 2013 – July 2013 Summer Intern - Awarded SINP Funding Kolkata, West Bengal, India

• Learnt about various Electron Microscopes (TEM, SEM, STEM), their structural differences and their utility.

• Trained to prepare specimens for TEM.

• Used TEM to study crystalline structures

Publications

S. Bera, M. R. Walker, and M. Vucelja, “Effect of dynamics on anomalous thermal relaxations and information exchange,” (2023), arXiv:2308.04557 [cond-mat].

M. R. Walker, S. Bera, and M. Vucelja, “Optimal transport and anomalous thermal relaxations,” (2023), arXiv:2307.16103 [cond-mat].

Professional Development

Co-Founder Quantum Computing Club, UVA Fall 2021

• Helped initiate and streamline the setting up of QC Club as a Contracted Independent Organization. Volunteer Chi Alpha at UVA Jan. 2018 – Present

• Organized and participated in events to help integrate incoming international graduate students in the community. Classroom Consultant Volunteers with International Students, Staff & Scholars (VISAS) Fall 2018

• Trained international teaching assistants transition into teaching full-time at UVA. Summer Intern - Awarded DAAD Scholarship University of Bonn, Germany Summer 2015

• Studied theoretical existence and evidence of “Dark Matter” at different length scales, its candidate particles and various detection methods.

• Coded algorithms on a UNIX platform using C++ to filter out the background for Indirect Detection of Dark Matter. Team Leader National Science Quiz MIMAMSA, India 2013 – 2016

• Led a team of 27 to prepare questions for the national physics quiz competition. Teaching Experience

University of Virginia Fall 2021, Fall 2020

Laboratory Teaching Assistant, Elementary Lab for Physics Majors Charlottesville, VA

• Led multiple lab sessions comprising 14 students focused on guided enquiry technique experiments while navigating COVID pandemic restrictions.

• Graded homework solutions, lab journals and lab reports. University of Virginia Spring 2019, Fall 2018

Teaching Assistant, Undergraduate Level Courses Charlottesville, VA

• Designed and led discussion sessions, prepared and graded quizzes for multiples classes comprising of 104 students.

• Led problem solving sessions focused on student queries during office hours and proctored for exams during the semester. Presentations/Conferences

Oral Presentation Physics Graduate Society, University of Virginia March 2023 Contributed talk American Physical Society (APS) March Meeting, Las Vegas March 2023 Contributed talk American Physical Society (APS) March Meeting, Chicago March 2022 Condensed Matter Seminar Department of Physics, University of Virginia April 2021 Extracurricular

• Actively involved in various outdoor sports such as basketball, volleyball and ultimate frisbee as well as indoor sports such as table tennis and badminton.

• Professionally learned and trained in Tabla and Metal Flute.

• Independently learned and trained in traditional Indian Bansuri.

• Avid and enthusiastic reader of novels, short stories, light novels, mangas and comics.

• Interested and self-taught in pencil and charcoal sketching.



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