Physicist, Mathematical modeling, data analysis, Programming with Python, designing algorithms, computer simulation
Aktualisiert am 29.07.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 29.07.2024
Verfügbar zu: 100%
davon vor Ort: 100%
Python Programming
Mathematical Modelling
computer simulation
Physics
Physik
Mathematik
Data Analyst
Pandas
English
C1
German
B1
Persian
C2

Einsatzorte

Einsatzorte

Lübeck (+50km) Hamburg (+50km)
Deutschland
möglich

Projekte

Projekte

4 years
2020-01 - 2023-12

research project

Postdoctoral Researcher
Postdoctoral Researcher
  • Accomplished an advanced research project titled: ?Fixation probabilities in network structured meta-populations? which involved extending the analysis from individual populations to networks of populations. Published paper in Scientific Reports.
    • Devising stochastic simulations to study and predict population dynamics, employing agent-based and Monte-Carlo simulations.
    • Utilizing Python and leveraging Numpy for efficient simulation execution and data manipulation.
  • Collaborated within an interdisciplinary team to translate theoretical concepts within the Evolutionary Graph Theory field into practical experiments.
    • Collaboratively determined a suitable metric to capture system dynamics effectively in the lab setting
    • Analyzed data from the experiment to extract meaningful insights and quantify system behavior.
  • Conducted analysis using data from a clinical study to investigate the correlation between patient features and drug-induced toxicity levels.
    • Deduced most relevant features from patient data by correlation analysis.
    • Employed logistic regression analysis with the Python package Scikit-Learn to recognize pattern and developed a predictive model.
  • Collaborated with and provided guidance to a PhD student on one of their projects, resulting in a publication in the journal PLOS Computational Biology.
  • Delivered Mathematical Biology lectures in English to Biology Master's students at Kiel and Lübeck universities.
Max Planck Institute for Evolutionary Biology, Plön, Germany
10 months
2019-03 - 2019-12

Physics Teaching

Physics Teacher (Freelancer)
Physics Teacher (Freelancer)
  • This was done following my doctoral graduation, during my proactive search for a postdoctoral position to financially support myself.
Isfahan, Iran
5 years 5 months
2013-09 - 2019-01

mathematical models and statistical physics concepts

Research Assistant
Research Assistant
  • Utilized mathematical models and statistical physics concepts to investigate the impact of finite mutation rates on the population dynamics, leading to a paper in the journal of Physical Review E.
  • Engaged in a 10-month research project in the realm of game theory, investigating how random variations in population demographics influence the dynamics of cooperation among populations. This project included:
    • Using statistics and mathematical models such as differential equations as well as Monte-Carlo and agent-based simulations to analyze system behavior.
  • Collaboratively mentored a master?s student during their thesis, providing guidance, and supporting her successful defense.
  • Served as a teaching assistant for both undergraduate and graduate students in fundamental and advanced courses in Physics.
Isfahan University of Technology, Isfahan, Iran, and International Institute for Applied System Analysis, Laxenburg, Austria

Aus- und Weiterbildung

Aus- und Weiterbildung

5 years 5 months
2013-09 - 2019-01

PhD in Physics

Doctorate / GPA: 18.90 out of 20, Isfahan University of Technology, Isfahan, Iran
Doctorate / GPA: 18.90 out of 20
Isfahan University of Technology, Isfahan, Iran
3 years 7 months
2009-09 - 2013-03

Master of Physics

GPA: 17.72 out of 20,
GPA: 17.72 out of 20
4 years 1 month
2005-01 - 2009-01

Bachelor of Physics

GPA: 16 out of 20, Shahrekord University, Iran
GPA: 16 out of 20
Shahrekord University, Iran

Kompetenzen

Kompetenzen

Top-Skills

Python Programming Mathematical Modelling computer simulation Physics Physik Mathematik Data Analyst Pandas

Produkte / Standards / Erfahrungen / Methoden

About me

Physicist with 4 years of research experience at the Max Planck Institute for Evolutionary Biology and a PhD in condensed matter physics from one of Iran's most renowned universities. Collaborated within an international and interdisciplinary team, fostering knowledge sharing through university-level courses. Possesses effective communication and teamwork skills, driven by personal initiative and structured approach. Seeking to apply expertise in mathematical modeling, data analysis, and programming to pursue a career as a software developer or a data scientist.


Skills

Stochastic Simulation, Python, Algorithm Design, Machine Learning, Project management, Optimization Techniques, SQL.

Einsatzorte

Einsatzorte

Lübeck (+50km) Hamburg (+50km)
Deutschland
möglich

Projekte

Projekte

4 years
2020-01 - 2023-12

research project

Postdoctoral Researcher
Postdoctoral Researcher
  • Accomplished an advanced research project titled: ?Fixation probabilities in network structured meta-populations? which involved extending the analysis from individual populations to networks of populations. Published paper in Scientific Reports.
    • Devising stochastic simulations to study and predict population dynamics, employing agent-based and Monte-Carlo simulations.
    • Utilizing Python and leveraging Numpy for efficient simulation execution and data manipulation.
  • Collaborated within an interdisciplinary team to translate theoretical concepts within the Evolutionary Graph Theory field into practical experiments.
    • Collaboratively determined a suitable metric to capture system dynamics effectively in the lab setting
    • Analyzed data from the experiment to extract meaningful insights and quantify system behavior.
  • Conducted analysis using data from a clinical study to investigate the correlation between patient features and drug-induced toxicity levels.
    • Deduced most relevant features from patient data by correlation analysis.
    • Employed logistic regression analysis with the Python package Scikit-Learn to recognize pattern and developed a predictive model.
  • Collaborated with and provided guidance to a PhD student on one of their projects, resulting in a publication in the journal PLOS Computational Biology.
  • Delivered Mathematical Biology lectures in English to Biology Master's students at Kiel and Lübeck universities.
Max Planck Institute for Evolutionary Biology, Plön, Germany
10 months
2019-03 - 2019-12

Physics Teaching

Physics Teacher (Freelancer)
Physics Teacher (Freelancer)
  • This was done following my doctoral graduation, during my proactive search for a postdoctoral position to financially support myself.
Isfahan, Iran
5 years 5 months
2013-09 - 2019-01

mathematical models and statistical physics concepts

Research Assistant
Research Assistant
  • Utilized mathematical models and statistical physics concepts to investigate the impact of finite mutation rates on the population dynamics, leading to a paper in the journal of Physical Review E.
  • Engaged in a 10-month research project in the realm of game theory, investigating how random variations in population demographics influence the dynamics of cooperation among populations. This project included:
    • Using statistics and mathematical models such as differential equations as well as Monte-Carlo and agent-based simulations to analyze system behavior.
  • Collaboratively mentored a master?s student during their thesis, providing guidance, and supporting her successful defense.
  • Served as a teaching assistant for both undergraduate and graduate students in fundamental and advanced courses in Physics.
Isfahan University of Technology, Isfahan, Iran, and International Institute for Applied System Analysis, Laxenburg, Austria

Aus- und Weiterbildung

Aus- und Weiterbildung

5 years 5 months
2013-09 - 2019-01

PhD in Physics

Doctorate / GPA: 18.90 out of 20, Isfahan University of Technology, Isfahan, Iran
Doctorate / GPA: 18.90 out of 20
Isfahan University of Technology, Isfahan, Iran
3 years 7 months
2009-09 - 2013-03

Master of Physics

GPA: 17.72 out of 20,
GPA: 17.72 out of 20
4 years 1 month
2005-01 - 2009-01

Bachelor of Physics

GPA: 16 out of 20, Shahrekord University, Iran
GPA: 16 out of 20
Shahrekord University, Iran

Kompetenzen

Kompetenzen

Top-Skills

Python Programming Mathematical Modelling computer simulation Physics Physik Mathematik Data Analyst Pandas

Produkte / Standards / Erfahrungen / Methoden

About me

Physicist with 4 years of research experience at the Max Planck Institute for Evolutionary Biology and a PhD in condensed matter physics from one of Iran's most renowned universities. Collaborated within an international and interdisciplinary team, fostering knowledge sharing through university-level courses. Possesses effective communication and teamwork skills, driven by personal initiative and structured approach. Seeking to apply expertise in mathematical modeling, data analysis, and programming to pursue a career as a software developer or a data scientist.


Skills

Stochastic Simulation, Python, Algorithm Design, Machine Learning, Project management, Optimization Techniques, SQL.

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