Atabay Ziyaden
Tagline:Machine Learning Researcher / Engineer
Almaty, Казахстан
About
ML/AI Researcher and Engineer with 5+ years of scientific, academic and industry experience in machine learning, deep learning, computer vision, intelligent data analysis, data mining and 4 years of development experience as Backend/Mobile developer. Have experience as lecturer at Kazakh-British Technical University, Machine Learning and Python Courses, 4 Semesters.
📑 My CV ● 🌐LinkedIn ● ✉️ iamdenay@gmail.com ● ➤ iamdenay.t.me ● 📓 Scopus
Education
Doctor of Philosophy - PhD
from: 2020, until: 2024Field of study:Machine learningSchool:Kazakh-British Technical University
DescriptionThesis: Text Data Augmentation for enhancing text classification of low-resource languages (NLP, LLMs), awaiting final defence
Master's degree
from: 2018, until: 2020Field of study:Big DataSchool: Kazakh-British Technical Unversity
Bachelor's degree
from: 2014, until: 2018Field of study:Computer Science and Software EngineeringSchool: Kazakh-British Technical Unversity
Mathematics
from: 2011, until: 2014School:National Physics and Mathemathics School
Work Experiences
ML Researcher / Engineer
from: 2019, until: presentOrganization:Republican Institute Of Information And Computational TechnologiesLocation:Almaty
Description:● Major project for the Ministry of Digital Development and Aerospace Industry of Kazakhstan as Lead ML Researcher and engineer.
o Monitoring of 10+ million news documents and 2+ million scientific articles .
o Text summarization and NER systems, 10x improvement in expert decision time, 15 million new connections between documents and events.
o Aerospace related event detection system and knowledge base for the aerospace domain.
o Automated decision support scenarios for aerospace experts, scientometric and bibliometric indicators.● Led a groundbreaking 3-year research grant on data augmentation for low-resource language processing.
o Novel method published in PeerJ Computer Science. Published 3 Scopus indexed papers.
o International collaboration with ADA University in Baku.● Led Medical AI project aimed at detecting diabetic retinopathy from digital fundus images from smartphone cameras, which was recognized with an award at DARlab.asia 2019.
o Collaboration with ophthalmologists, extensive testing on over 500 patients with diabetes, iterative development of detection models.
o Detection of diabetic retinopathy, a Scopus indexed scientific article.Other projects and scientific grants
from: 2019, until: presentOrganization:Institute Of Information And Computational Technologies
Description:● Lecturer at Kazakh-British Technical University, Machine Learning and Python Courses, 4 Semesters.
● NLP research:
· Developing Machine Learning Techniques for Enhancing Text Coherence in Quasi-referencing of Large Text Arrays
· Development of deep learning methods for semantic probabilistic inference
● CV research:
· Nevus classifier
· Cancer segmentation on computed tomography scan of lungCEO/Full Stack
from: 2017, until: presentOrganization:IcyFlame StudiosLocation:Almaty
Description:● AI Consulting · Small NLP projects · Python · Pytorch · Transformers · Flask
● PlayTennis · Backend, Android, IOS · Web/mobile application for holding amateur tennis championships, online matchmaking, trainer search etc · Java · Swift · NodeJSLead Backend Develoeper
from: 2016, until: 2017Organization:Baybak Exust
Description:Initiated, led and implemented software solutions and trained new employees
● Cowork · Backend · Electronic classroom for competitions and lessons with collaboration · Python · Django
● СRM-System NCRM.kz · CRM-system backend · Python · Django
Publications
Text data augmentation and pre-trained Language Model for enhancing text classification of low-resource languages
Journal ArticlePublisher:PeerJ Computer ScienceDate:2024Authors:Atabay A. A. ZiyadenAmir YelenovFuad HajiyevSamir RustamovAlexandr Pak
Mapping The Skies: Analyzing Aerospace Industry Trends Using Event maps
Journal ArticlePublisher:Eurasian Journal of Mathematical and Computer ApplicationsDate:2023Authors:Maksat KalimoldayevAtabay A. A. ZiyadenAmir YelenovaG. MutanovZhanar OmirbekovaGizat AbdykerovaComprehensive Survey: Approaches to Emerging Technologies Detection within Scientific Publications
Journal ArticlePublisher:Computación y SistemasDate:2022Authors:Amir YelenovA. PakAtabay A. A. ZiyadenIskander AkhmetovA. GelbukhIrina GelbukhLong-context Transformers: A survey
ReviewPublisher:2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA)Date:2021Authors:Atabay A. A. ZiyadenAmir YelenovA. PakComparative analysis of deep learning methods of detection of diabetic retinopathy
Journal ArticlePublisher:Cogent EngineeringDate:2020Authors:A. PakAtabay A. A. ZiyadenKuanysh TukeshevA. JaxylykovaD. Abdullina
Honors & Awards
3rd place at XXII International Olympiad “Intellectual marathon” in Mathematics, Barcelona, Espana
date: 2024-04-12
Skills
- Machine Learning
- Python
- Numpy, Pandas, Scikit-Learn
- PyTorch
- Natural Language Processing
- Computer Vision
- English
- Transformers
- JupyterHub
- Large Language Models
- Algorithms
- OOP
- Computer Science
- Django, Flask
- Analytical skills
- C++
Certifications
EF SET English Certificate 77/100 (C2 Proficient)
Issue date: Oct 2023,
Issued by: www.efset.org .
Patents
Constructor for building productions based on a knowledge base for generating decision-making scenarios
Date: Aug 2023
Patent Number: 38500 .Status:Issued.
Aerospace Expert Systems Crawler (AES C)
Date: Oct 2022
Patent Number: 29796 .Status:Issued.
Information system for structuring analysis results using the example of medical statements
Date: Jun 2020
Patent Number: 10746 .Status:Issued.
Diabetic retinopathy diagnosis using smartphone
Date: Sep 2019
Patent Number: 5355 .Status:Issued.