Sina Sabermahani

Tagline:Data Scientist | Machine Learning | Python and Linux

personal photo of Sina Sabermahani

About

I'm Sina, a dedicated graduate student pursuing a degree in geophysics at the University of Manitoba. 🎓 What truly ignites my curiosity is the application of machine learning in seismology, a frontier where data and technology converge to enhance our understanding of Earth's dynamic processes. 🌐 Excited to connect with fellow professionals, researchers, and enthusiasts in this space!

#MachineLearning #Seismology

Education

  • Doctor of Philosophy - PhD

    from: 2024, until: 2024

    Field of study:GeophysicsSchool:University of Manitoba

  • Master of Science - MS

    from: 2024, until: present

    Field of study:GeophysicsSchool:Graduate University of Advanced Technology

  • Bachelor of Science - BS

    from: 2024, until: present

    Field of study:PhysicsSchool:Shahid Bahonar University of Kerman

Work Experiences

  • Teaching Assistant

    from: 2021, until: present

    Organization:University of ManitobaLocation:Winnipeg, Manitoba, Canada

    Description:

    Courses:

    EXPLORATION SEISMOLOGY (GEOL 3740)
    GEOPHYSICAL DATA ANALYSIS (GEOL 4810)
    INTRODUCTION TO GEOPHYSICS (GEOL 2060)
    Exploration Seismology (GEOL 3740)
    Geophysical Time-Series Analysis (GEOL 4810)
    Geophysics Field School in variety of locations as Selkirk, Virden, Whiteshell

  • Geophysicist

    from: 2022, until: 2023

    Organization:EarthEx Geophysical Solutions Inc.Location:Winnipeg, Manitoba, Canada

    Description:
    • Experienced in borehole electromagnetic (BHEM) using EMSProject, and UR4
    • Proficient in conducting quality control/quality assurance (QC/QA) checks on BHEM data
    • Skilled in writing comprehensive reports for clients detailing BHEM results
    • Knowledgeable in using industry-standard software and tools for BHEM analysis and visualization
    • Strong ability to work independently and collaboratively in a team environment
    • Detail-oriented with excellent analytical and problem-solving skills
    • Constantly seeking to expand knowledge and stay up-to-date with the latest industry developments.
  • Technical Support Specialist

    from: 2020, until: 2021

    Organization:Matrix TahlilgaranLocation:Tehran, Iran

  • Geophysicist

    from: 2017, until: 2021

    Organization:Zamin Kav GostarLocation:Tehran, Tehran Province, Iran

    Description:
    • Specialized in seismic downhole techniques for geotechnical purposes, ensuring accurate subsurface imaging and analysis.
    • Conducted geophysical surveys using gemagnetic methods, providing crucial data for mineral exploration projects.
    • Applied induced polarization (IP) techniques to enhance mineral prospecting and contribute to comprehensive exploration assessments.
  • ArcGIS lecturer

    from: 2018, until: 2018

    Organization:University of TehranLocation:Tehran, Tehran Province, Iran

    Description:

    Instructed ArcGIS products and Surfer to 11 graduate students at the University
    of Tehran
    • Designed final projects for student evaluation
    • Evaluated student works for academic assessment
    • Conducted a Seismic Hazard Analysis project using Surfer, QGIS and OpenQuake
    and presented the processing and interpretation in a national conference
    • Practicing data visualization and Analytics

Projects

  • PredWeather

    date: 2024

    Description:

    A Python forecasting tool for predicting air temperature using NOAA data

    This Python tool enables forecasting weather for any station of your choice.

    https://github.com/Sinamahani/PredWeather

  • Seismic Receiver Function Analysis in North Canada

    date: 2023

    Description:
    • Currently engaged in a project affiliated with the University of Manitoba, focusing on the study of Moho depth in North Canada using receiver function techniques.
    • Utilizing skills in Teleseismic, Harmonic Decomposition, HK analysis, Receiver Function, Convolutional Neural Networks (CNN), GitHub, and Deep Learning to contribute to the project’s success.
  • Developing a clustering algorithm sensitive to density changes

    date: 2023

    Description:

    Sina Sabermahani. (2023). Density-Adaptive DBSCAN; an advanced algorithm for earthquake clustering (0.3.1). Zenodo. https://doi.org/10.5281/zenodo.10088083

  • Seismic Hazard Assessment in Kerman, Iran

    date: 2016

    Description:
    • Dedicated five months to a project addressing seismic hazard assessment in Kerman County.
    • Conducted a thorough analysis to identify areas at risk of seismic events, aiming to enhance community resilience and guide post-earthquake recovery efforts.
    • This initiative served as an alternative to mandatory military service, showcasing a commitment to community well-being through diligent research and strategic planning.

Publications

  • Improved Earthquake Clustering Using a Density‐Adaptive DBSCAN Algorithm: An Example from Iran

    DocumentPublisher:Seismological Research LetterDate:2024
    Authors:
  • Sensitivity Analysis of Ground Motion Prediction Equation using Next Generation Attenuation Dataset

    DocumentPublisher:Geodesy and GeodynamicsDate:2020
    Authors:
  • Thermal Anomalies Detection before Earthquake using Three Filters (Fourier, Wavelet, and Logarithmic Differential Filter), A Case Study of Two Earthquakes in Iran

    DocumentPublisher:Iranian Journal of Earth SciencesDate:2019
    Authors:

Honors & Awards

  • Dr. George Brownell Memorial Scholarship

    date: 2023-09-01

    Description:
    • Received the prestigious Dr. George Brownell Memorial Scholarship based on academic achievement.
    • Award value: $1,050.00.
  • Travel Grant by GeoConvention

    date: 2022-07-01

    Description:
    • Granted $500 in travel assistance for attending GeoConvention22 in Calgary.
    • Issued by GeoConvention22 in June 2022.
  • GETS Scholarship

    date: 2021-10-01

    Description:
    • Awarded the GETS Scholarship in September 2021
  • Rank 2nd in Geophysics Nationwide PhD Entrance Exam

    date: 2017-10-01

    Description:
    • Achieved the 2nd rank in the Geophysics nationwide PhD Entrance Exam.
    • Recognized by the Sanjesh Organization in September 2017.
  • 1st Prize for PhD Poster Competition

    date: 2024-04-22

    Description:
    • Awarded the 1st cash prize for the outstanding PhD poster presentation sponsored by Vale.
    • Recognized by CCMEC23 in November 2023.

Skills

  • pandas
  • Deep Learning
  • TensorFlow
  • NumPy
  • Image Processing
  • Docker Products
  • Machine Learning
  • Python (Programming Language)
  • SQL
  • Data Analysis
  • PL/SQL
  • Oracle Database
  • Time Series Analysis

Certifications

  • Convolutional Neural Networks

    Issue date: Nov 2023,

  • Structuring Machine Learning Projects

    Issue date: Sep 2023,

  • Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

    Issue date: Sep 2023,

  • Neural Networks and Deep Learning

    Issue date: Aug 2023,

  • CPR/AED/First Aid

    Issue date: Dec 2022,

    Expires date: Dec 2025,