Python
Melis Zeren
NLP Engineer, Ph.D Candidate
Istanbul
Summary
Dynamic NLP Engineer with a proven track record at Mobildev Inc., leveraging deep learning algorithms and advanced machine learning techniques to enhance text classification accuracy. Recognized for exceptional problem-solving skills and innovative approaches, contributing to significant improvements in model performance and driving successful product development initiatives.
Experienced with developing advanced NLP models that drive product enhancements and user engagement. Utilizes cutting-edge machine learning techniques to process and analyze large datasets. Knowledge of deploying NLP solutions in production environments, ensuring seamless integration and performance.
Currently working on Quantum Machine Learning Algorithms and networked structures.
Overview
5
5
years of professional experience
3
3
Languages
10
10
years of post-secondary education
Work History
NLP Engineer
Mobildev Inc.
09.2023 - Current
- Implemented advanced machine learning techniques for better understanding of complex language patterns, leading to more accurate predictions.
- Applied rigorous statistical tests to evaluate the significance of observed improvements in model performance during iterative development cycles.
- Established best practices for preprocessing textual data, enabling more streamlined implementation across diverse projects within the organization.
- Conducted thorough research on cutting-edge NLP advancements, contributing to innovative product development.
- Implemented neural network architectures that significantly improved text classification accuracy across various domains.
- Addressed unique linguistic challenges by developing specialized tokenization methods tailored to specific languages or industries.
- Designed and executed comprehensive evaluation metrics, ensuring the effectiveness of implemented NLP solutions.
- Corrected, modified and upgraded software to improve performance.
- Authored code fixes and enhancements for inclusion in future code releases and patches.
- Analyzed work to generate logic for new systems, procedures and tests.
- Documented software development methodologies in technical manuals to be used by IT personnel in future projects.
- Designed and implemented scalable applications for data extraction and analysis.
Education
Ph.D. - Management Information Systems
Bogazici University
İstanbul 07.2022 - 06.2028
Master of Science - Management Information Systems
Marmara University
İstanbul 02.2019 - 07.2020
Master of Arts - Economics
Marmara University
İstanbul 07.2016 - 07.2019
Skills
Deep learning algorithms
Machine learning techniques
Python programming
TensorFlow framework
Neural networks
Feature engineering
Software development
Natural language processing
Statistical modeling
Algorithm optimization
Sentiment analysis
Text analytics
PyTorch library
Topic modeling
Sequence-to-sequence models
Information retrieval
Language modeling
Machine learning
Deep learning
Teamwork
Excellent communication
Programming languages: java, C#, net, Python
Self motivation
Adaptability and flexibility
Object-oriented programming
Problem-solving aptitude
Quality assurance
Analytical skills
Task prioritization
Interpersonal skills
Written communication
Continuous improvement
Testing and debugging
Source and version control: git, gitlab
API design and development
Creative and innovative
Accomplishments
- Collaborated with team of three in the development of five different projects under supervision of The Scientific and Technological Research Council of Turkey (TÜBİTAK)
- Accomplished a GPA of 3.94 in Management Information Systems Ph.D
- Achieved a GPA of 3.92 in Management Information Systems Master of Science
- Became valedictorian in Master of Arts in Economics with a GPA of 3.64
Software
Java
C Sharp
SQL
R
Stata
Interests
Learning
Reading
Quantum Machine Learning Techniques
Machine Learning
Deep Learning
Image Processing
Networks and Graphs
Economics
Animals
Timeline
NLP Engineer
Mobildev Inc.
09.2023 - Current
Ph.D. - Management Information Systems
Bogazici University
07.2022 - 06.2028
Master of Science - Management Information Systems
Marmara University
02.2019 - 07.2020
Master of Arts - Economics
Marmara University
07.2016 - 07.2019