Sina Sabermahani
Tagline:Data Scientist | Machine Learning | Python and Linux
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: 2024Field of study:GeophysicsSchool:University of Manitoba
Master of Science - MS
from: 2024, until: presentField of study:GeophysicsSchool:Graduate University of Advanced Technology
Bachelor of Science - BS
from: 2024, until: presentField of study:PhysicsSchool:Shahid Bahonar University of Kerman
Work Experiences
Teaching Assistant
from: 2021, until: presentOrganization: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, WhiteshellGeophysicist
from: 2022, until: 2023Organization: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: 2021Organization:Matrix TahlilgaranLocation:Tehran, Iran
Geophysicist
from: 2017, until: 2021Organization: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: 2018Organization: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: 2024Description: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: 2023Description:- 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: 2023Description: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: 2016Description:- 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:2024Authors:Sensitivity Analysis of Ground Motion Prediction Equation using Next Generation Attenuation Dataset
DocumentPublisher:Geodesy and GeodynamicsDate:2020Authors: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:2019Authors:
Honors & Awards
Dr. George Brownell Memorial Scholarship
date: 2023-09-01Description:- Received the prestigious Dr. George Brownell Memorial Scholarship based on academic achievement.
- Award value: $1,050.00.
Travel Grant by GeoConvention
date: 2022-07-01Description:- Granted $500 in travel assistance for attending GeoConvention22 in Calgary.
- Issued by GeoConvention22 in June 2022.
GETS Scholarship
date: 2021-10-01Description:- Awarded the GETS Scholarship in September 2021
Rank 2nd in Geophysics Nationwide PhD Entrance Exam
date: 2017-10-01Description:- 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: 2024-04-22Description:- 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,