Elif C. Yildirim

Abschluss: Master of Science, Pennsylvania State University
Berlin, Germany

Fähigkeiten und Kenntnisse

Data Science
Machine Learning
Python
MySQL
Python pandas
NumPy
Scikit-learn
ETL (Extract
transform
load)
Web Scraping
Tableau
Statistics
Geostatistics
Research
Geomechanics
Reservoir Geology
Petrophysics
Geology
Reservoir Characterization
MS Excel
Petroleum Engineering
Petroleum Geology
Geological Mapping
GOCAD
Adobe Illustrator
ArcGIS
Geographic Information Systems (GIS)
Global Mapper
Reservoir Modeling
QGIS
Java
Petrel
Techlog
Geosteering
Teaching
Engineering
Datenanalyse
Problem Solving
Teamwork
Adaptation
Mentoring

Werdegang

Berufserfahrung von Elif C. Yildirim

  • 5 years, Oct 2018 - Sep 2023

    Reservoir Geologist & Petrophysicist

    Turkish Petroleum

    - Currently leveraging machine learning to predict water cut in production wells - Analyzed and interpreted data (well log, production, seismic survey) from ~20 oil fields - Quantified the reservoir properties of rocks that are drilled in ~120 wells - Provided ~25 recommendations of well operations per year (e.g. perforation) - Built the reservoir and fracture model of a field with ~50 wells, and estimated the reserve - Planned and followed-up an average of 4 exploration/production wells per year

  • 5 months, Jan 2018 - May 2018

    Petroleum Engineering Grader/Teaching Assistant

    Pennsylvania State University

    - Developed solution keys and graded the assignments/tests of the “Production and Completion Engineering” course of the Petroleum and Natural Gas Engineering major - Provided 50+ students with a clear grading structure and meaningful feedback through 10 assignments, 2 midterms and 1 final exam - Supported the students in understanding complex subjects in production engineering

  • 5 months, Oct 2015 - Feb 2016

    Graduate Mentor

    Ludwig-Maximilians-Universität München

    - Mentored all of the 7 new graduate students with their adaptation to the academic environment - Held weekly info sessions on academic and practical issues, provided assistance in events involving the students (e.g. orientation), and assisted the laboratory sessions of the graduate-level Field Mapping course

  • 7 months, Jun 2015 - Dec 2015

    Research Assistant

    Ludwig-Maximilians-Universität München

    - Assisted Dr. Simon Kübler’s research on the geological constraints in human evolution - As part of the project, I managed the collected rock samples from the Kenya Rift, digitally mapped the soil data and 4 sheets of the geological maps of the Tanzania region that was in paper, and helped managing the geological data.

  • 2 months, Aug 2012 - Sep 2012

    Exploration Geology Intern

    Teck Resources Limited

    Six weeks of field work in mining industry -in a project targeted at exploration of porphyry Cu-Au deposits in Halilaga, Western Turkey. Worked as a wellsite geologist at drilling sites and performed field excursions and mapping.

  • 2 months, Aug 2011 - Sep 2011

    Exploration Geology Intern

    Turkish Petroleum

    - Carried out a week of field excursion in the central Anatolia and five weeks of related office work, including construction of structure-contour and reservoir thickness maps. - Trainings on quantitative basin analysis, reservoir engineering, geodesy, mapping, and well logging.

Ausbildung von Elif C. Yildirim

  • 3 months, Sep 2022 - Nov 2022

    Data Analytics & Machine Learning Bootcamp

    Ironhack

    9 weeks full-time bootcamp - Data Analysis using Python (Pandas, NumPy) & MySQL - Data Wrangling, Data Cleaning, API & Web Scraping - Data Visualization (Tableau, Matplotlib & Seaborn) - Inferential Statistics in Python & Business Intelligence - 20+ supervised and unsupervised machine learning models & pipelines built, evaluated, and deployed using Scikit-Learn - 35+ labs, 360 hours of online classwork, and 240 hours of self-study, 100% coding focused

  • 10 months, Oct 2019 - Jul 2020

    Information Technologies

    Middle East Technical University

    Completed the 336-hour certificate program, which is composed of 8 of the core courses in the B.Sc. in Computer Engineering curriculum: * Computer Systems and Structures with Python * Introduction to Computer Programming with Java * Data Structures and Algorithms with Java * Operating Systems with UNIX * Software Engineering * Database Management Systems * Web Programming * Software Development Project

  • 2 years and 1 month, Aug 2016 - Aug 2018

    Petroleum and Natural Gas Engineering

    Pennsylvania State University

    * Thesis: Explored the fracture permeability–seismicity relationship in impermeable rock (shale and schist) through a series of flow-through experiments. Implications for reservoir stimulation and induced seismicity. * Adviser: Prof. Dr. Derek Elsworth * 3rd place winner in the annual departmental research showcase poster contest (graduate students category).

  • 1 year and 10 months, Oct 2014 - Jul 2016

    Geology

    Ludwig-Maximilians-Universität München

    * Thesis: Reconstructed the Cenozoic subsidence/uplift history of the Northern Alpine Foreland Basin (Germany) by developing & applying a novel technique for the analysis of vertical lithospheric movements. * Adviser: Prof. Dr. Anke M. Friedrich

  • 7 months, Jan 2012 - Jul 2012

    Geology

    Universidad de Salamanca

  • 5 years and 6 months, Sep 2008 - Feb 2014

    Geological Engineering

    Middle East Technical University

    * Senior thesis: Built the hydrogeological model of an aquifer and developed water production scenarios for the next 10, 20, 30, and 40 years. Softwares: Visual Modflow, Global Mapper, ArcGIS, MapInfo. * Adviser: Assoc. Prof. Dr. Koray K. Yilmaz

Sprachen

  • English

    C1 (Fließend)

  • Turkish

    C2 (Verhandlungssicher / Muttersprachlich)

  • German

    B1-B2 (Gute Kenntnisse)

  • Spanish

    A1-A2 (Grundkenntnisse)

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