SNG Studios

Data Engineering / Science work for Mobile Games

Senior Data Scientist

N-Path Games

I work on game data analytics to better understand and improve the game play, user journey, and engagement of players.

My work includes specifying the data to be collected, analysis of the data and interpreting insights to stakeholders, and continuously improving data science capabilities and workflow of the organization.

Argilla

Worked on the vector search feature of Argilla annotation platform.

Senior Machine Learning Engineer

Unscrambl, Inc

Led the Natural Language Processing team to enhance Conversational User Experience, Natural Language Processing capabilities and Dialog Management.

Lead Data Scientist

Researched, developed and maintained production level code by using existing libraries and exploring new ones. Implemented modules on top of the available tech stack.

Initiated the Conversational AI efforts, improved and maintained the Natural Language Understanding part interactively with Dialog management.

Research, propose, try, implement and improve cycle gave me chance to touch available open source Natural Language Understanding, Chatbot Development libraries and also I interacted with commercial level Chatbot Development frameworks to grasp the know-how and best practices

SpaCy, SNIPS, Microsoft-Recognizers, DeepPavlov, LUIS, wit.ai are some of the technologies that I used in production or made some prototypes.

Data Scientist

VeriUs Technology

Enhanced the NLP services' performance and accuracy, deployed Rest APIs.

Improved my understanding of professional software development life cycle and gained insight and experience about various common NLP challenges and unique solutions.

Worked on text classification, text summarization, topic modelling, information extraction and text processing for Turkish, Arabic and English natural languages.

Talentra

Worked on Information extraction from Resumes and Job Descriptions.

Implemented a Rest API which receives a Job Description or Resume as input and outputs structured extracted information.

Handled various document formats with rich layout information and diversity, typos, personal naming conventions for various information blocks.

IDscan Biometrics Ltd

Worked on Information Extraction from noisy text output. After a fast survey, I come up with
a deep learning architecture.

Implemented, enhanced and tried the model for English, German and Japanese languages.

Supporting a new language required a careful retrain and some hyper parameter optimization. When compared to other approaches this was a reasonable and efficient approach. The experiments shown that the models work well in clean text and provide promising results for noisy corrupted text.

Artificial Intelligence Engineer

Ege University

Worked for Turkey Research Council Project on Paraphrase Corpus Development and Automatic Paraphrase Detection as Graduate Research student.

Implemented scripts for text processing, data collection, annotation guideline creation, annotator agreement scoring module and a REST API consumer package for Turkish Language Processing Web Service.

Natural Language Processing Engineer

I am a hardworking and passionate AI Research Engineer / Scientist with 8+ years industrial and 2+ years academic research experience.

Taplio

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