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Elif C. Yildirim

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

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 Jahre, Okt. 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 Monate, Jan. 2018 - Mai 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 Monate, Okt. 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 Monate, Juni 2015 - Dez. 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 Monate, 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 Monate, 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 Monate, 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 Monate, Okt. 2019 - Juli 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 Jahre und 1 Monat, 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 Jahr und 10 Monate, Okt. 2014 - Juli 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 Monate, Jan. 2012 - Juli 2012

    Geology

    Universidad de Salamanca

  • 5 Jahre und 6 Monate, 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

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