Amir Sadrnia
@amirsadrnia
Data scientist specializing in Python-driven ML, automation, and data visualization.
GermanyWhat I'm looking for
I am a data scientist with hands-on experience building automated Python pipelines, performing exploratory data analysis, and visualizing complex technical datasets to drive reproducible research insights. My work spans µCT data analysis, cycle segmentation, and feature engineering for materials and BIM-related datasets.
I have implemented practical tools including CLI explorers, validation routines using rdflib, and Excel integration for IFC/BIM workflows with ifcopenshell and xlwings, while leveraging pandas, NumPy, scikit-learn, Keras, and PyTorch. I focus on robust, testable code and reproducible analyses using matplotlib, seaborn, and automated processing pipelines.
I hold an M.Sc. in Digital Engineering with a thesis on unsupervised semantic segmentation of cracks in concrete and have experience in research environments and applied projects integrating data science with engineering domains.
Experience
Work history, roles, and key accomplishments
Student Assistant
Bauchemie Chair, Bauhaus Universität
Apr 2024 - Present (1 year 5 months)
Developed automated Python pipelines for mechanical test data analysis including cycle segmentation and visualized complex µCT data to improve evaluation efficiency; performed EDA and correlation analyses on pore structure and hydration metrics.
Student Assistant
ITD Chair, Bauhaus Universität
May 2024 - Mar 2025 (10 months)
Built Python tools for RDF/IFC analysis and visualization per buildingSMART standards, created a CLI explorer for IDS files, and implemented RDF validation and Excel-based IFC editing workflows.
Translator
Official Translation No.381, Tehran
Jul 2019 - Sep 2019 (2 months)
Translated documents from Persian to English, ensuring accurate and context-appropriate language for official use during a short-term contract.
Pavement Maintenance Manager
Sobhan Rah-e-Ertebaat
Feb 2018 - Dec 2018 (10 months)
Managed small-scale public-space maintenance projects, overseeing operations and ensuring adherence to safety and quality standards.
Trainee
Sobhan Rah-e-Ertebaat
Aug 2017 - Jan 2018 (5 months)
Assisted with inspections and safety protocols in road construction projects as part of an entry-level training program.
Education
Degrees, certifications, and relevant coursework
BWBauhaus-Universität Weimar
Master of Science, Digital Engineering
2020 -
Pursuing a Master of Science in Digital Engineering with a thesis on unsupervised semantic segmentation of cracks in concrete.
LULinnaeus University
Preparatory Course, English Preparatory Course
2019 - 2019
Completed an English preparatory course to advance academic English proficiency (C1 level).
Garmsar University
Bachelor of Science, Civil Engineering
2013 - 2018
Completed a Bachelor of Science in Civil Engineering with coursework and practical experience related to construction and pavement maintenance.
Tech stack
Software and tools used professionally
Availability
Location
GermanyAuthorized to work in
Job categories
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