Data Scientist and ML Engineer Career RoadMap
Keynote at Grade Seminar, Beykent University, Istanbul, Turkey
CV
Also available in PDF format.Muhammed Bilgin
Curriculum Vitae
mebilgin at mebilgin.com | http://www.mebilgin.com | @itsmebilgin | Google Scholar
Education:
- Ph.D. Candidate
- MEng., Engineering Management, Galatasaray University
- Date:Jul 2022
- Master’s Project: HR Process Optimization with Machine Learning
- Advisor: Prof. Ethem Tolga
- MBA., Master of Business Administration, Istanbul University
- Date:Mar 2021
- Master’s Project: Digital Marketing with Artificial Intelligence
- Advisor: Prof. Zehra Bozbay
- BSc., Computer Engineering Istanbul Arel University
- Date: Jun 2017
- Senior Thesis: Remote fuzzy logic controlled robotic arm design
- Advisor: Prof. Osman Yildirim
Employment
- Senior ML Engineer, Albayrak Holding (Dec 2019 to present)
- Founder, talentbu.com (Apr 2018 to Dec 2019)
- R&D Director, DGR Project (Jun 2017 to Apr 2018)
Freelance Experience
- Project Manager and Senior ML Engineer, Multiple Routing and Optimization Project, Lead Shipment Company in Turkey
- Project Manager and Senior ML Engineer, Dynamic Pricing and Recommendation Engine, Confidential Company Information
- Project Manager and Senior ML Engineer, Knowledge Extraction, Confidential Company Information
Reports, Working Papers, and Preprints (non-peer reviewed):
- Bilgin, Muhammed, MCMC with Tensor " ArXiv link
- Bilgin, Muhammed, Domain Prediction for Open Domain QA " ArXiv link
- Bilgin, Muhammed, Topic Driven Question Generation " ArXiv link
- Bilgin, Muhammed, Relation Classification via Graph Neural Network " ArXiv link
- Bilgin, Muhammed, Transfer Learning for MultiModal Machine Learning " ArXiv link
Awards and Competitions
- Istanbul Arel University/Texas/ABD (2016-2017) & Model Satellite Competition Team Captain @CanSaT NASA & Supervisor: Prof. Osman Yildirim
Professional Service
Memberships in professional associations
- Istanbul University - Computational Intelligence and Machine Learning CIML web site Research Lab, 2017-present
- Data Istanbul, 2016-present
Service activities
- Istanbul Arel University, Informatics, Technology and Industry 4.0 (March 2017)
- Istanbul University, Computational Linguistics and NLP (May 2019)
Talks
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Graph Neural Network and Applications
Keynote at Grade Seminar, Istanbul University, Istanbul, Turkey
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Start to End Machine Learning
Keynote at Grade Seminar, Istanbul University, Istanbul, Turkey
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How Deep is Deep Learning?
Keynote at Grade Seminar, Istanbul University, Istanbul, Turkey
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Computational Machine Learning
Keynote at Grade Seminar, Istanbul University, Istanbul, Turkey
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Statistical Perspective on Machine Learning
Keynote at Informatics Community 2017, Istanbul Arel University, Istanbul, Turkey
Teaching
Research Interests and Skills:
- Research Interests:
- Natural Language Processing
- Neural Networks and Graphs
- Tensors
- Computational Neural Systems
- Skills:
- Programming Languages : Python, Julia, Go, Qt Framework
- Tools: Octave
- Libs: RASA, NLTK, scikit-learn, Tensorflow, PyTorch, pandas, matplotlib
- Management Tools: Jira