Journal publications

  • "Quantitative screening of cervical cancers for low-resource settings: Pilot study of smartphone-based endoscopic visual inspection after acetic acid using machine learning techniques"
    JK Bae, H Roh, JS You, K Kim, Y Ahn, S Askaruly, K Park, H Yang, G Jang, K Moon, W Jung
    JMIR mHealth and uHealth, 2020
    PDF
    Info
    BibTeX
    DOI: 10.2196/16467

  • "Deep learning-based glaucoma screening using regional RNFL thickness in fundus photography"
    H Yang, Y Ahn, S Askaruly, JS You, S Kim, W Jung,
    Diagnostics, 2022
    PDF
    Info
    BibTeX
    DOI: 10.3390/diagnostics12112894

  • "Quantitative evaluation of skin surface roughness using optical coherence tomography in vivo"
    S Askaruly, Y Ahn, H Kim, A Vavilin, S Ban, PU Kim, S Kim, H Lee, W Jung
    IEEE Journal of Selected Topics in Quantum Electronics, 2018
    PDF
    Info
    BibTeX
    DOI: 10.1109/JSTQE.2018.2873489

  • "Evaluation of skin texture and wrinkle using optical coherence tomography (Pilot study)"
    S Kim, Y Ahn, S Askaruly, P Kim, W Jung, H Lee
    Journal of the Society of Cosmetic Scientists of Korea, 2017
    PDF
    Info
    BibTeX
    DOI: 10.1109/JSTQE.2018.2873489

Oral presentations

  • "Advanced ear examination using deep learning-assisted mobile otoscope "
    S Askaruly, H Yang, N Aimakov, G Na, Y Ahn, JS You, G Jang, JH Jang, W Jung
    SPIE Photonics West, 2022
    PDF
    Info
    BibTeX
    DOI: 10.1117/12.2608191

  • "High-throughput screening with deep learning for quantitative phenotype analysis of zebrafish"
    G Na, H Yang, U Shin, Y Kim, S Askaruly, T Kwon, Y Lee, W Jung
    SPIE Photonics West, 2022
    Info
    BibTeX
    DOI: 10.1117/12.2610138

  • "Development of deep learning-based high-throughput phenotype screening platform of aquatic model organism embryos"
    S Yun, H Yang, S Askaruly, TJ Park, W Jung, T Kwon
    International Xenopus Society, 2021
    Info
    BibTeX
    URI: 201301/53887

  • "Quantitative classification of OCT skin images with deep learning"
    S Askaruly, Y Ahn, J Bak, A Vavilin, G Jang, P Kim, H Lee, W Jung
    SPIE Photonics West, 2018
    PDF
    Info
    BibTeX
    DOI: 10.1117/12.2288378

Conference proceedings

  • "High-throughput screening platform for quantitative phenotype analysis of Xenopus laevis with deep learning"
    H Yang, S Askaruly, S Yun, G Na, T Kwon, and W Jung
    SPIE Advanced Biophotonics Conference, 2021
    PDF
    Info
    BibTeX
    DOI: 10.1117/12.2624884

  • "Speech signal analysis for the estimation of heart rates under different emotional states"
    A Ryskaliyev, S Askaruly, A P James
    International Conference on Advances in Computing, Communications and Informatics (ICACCI), 2016
    PDF
    Info
    BibTeX
    DOI: 10.1109/ICACCI.2016.7732201

  • "The representation of memristor model in MATLAB and Simulink environment"
    S Askaruly, B Rakhmetov, A P James
    Advances in Memristor Circuits and Bioinspired Systems, 2015
    PDF
    BibTeX
    DOI: 10.3850/978-981-09-4424-7_82

Patents

  • "Artificial intelligence otoscope and operating method thereof"
    W Jung, S Askaruly, H Yang, N Aimakov, JH Jang,
    Korea Intellectual Property Rights Information Service, 10-2022-0017614, (filed on 2022.02.10)
    PDF
    Info
    DOI: 10.8080/1020220017614

  • "A method and apparatus for detecting wrinkle of skin using optical coherence tomography"
    W Jung, Y Ahn, S Askaruly
    Korean Registered Patent, 10-2306486, (2021.09.23)
    PDF
    Info
    DOI: 10.8080/1020190122257

Poster presentations

  • "Farabio: Deep learning for biomedical imaging"
    S Askaruly, N Aimakov, A Iskakov, H Cho, Y Ahn, MH Choi, H Yang, W Jung
    PyTorch Developer Day, 2021
    PDF
    Info
    BibTeX
    DOI: 10.5281/zenodo.5746474

  • "Farabio: Deep learning toolkit for biomedical imaging"
    S Askaruly, N Aimakov, A Iskakov, H Cho
    PyTorch Ecosystem Day, 2021
    PDF
    Info
    BibTeX
    DOI: 10.5281/zenodo.5746474

  • "Evaluation of age-related effects on human skin surface roughness using optical coherence tomography"
    S Askaruly, Y Ahn, H Kim, A Vavilin, PU Kim, H sLee, W Jung
    OSK Annual Biophotonics Conference, 2017
    PDF
    Info
    BibTeX
    URI: 201301/39232

Theses

  • "Development of deep learning integrated futuristic biomedical platforms for translational digital healthcare"
    Committee members: T Kwon, G Jang, J Yoo, J Jang, A Vavilin, W Jung
    Ph.D. Thesis, defended on February 24, 2022
    Slides
    Notes
    Video

Talks

  • "Introduction to parallelism in Python"
    CodeSeoul MLA Meetup, December 2023
    PDF
    URL

  • "Introduction to deep learning model inference: Theory and practice"
    CodeSeoul MLA Meetup, May 2023
    PDF
    URL

  • "Dimensionality reduction techniques: PCA"
    CodeSeoul MLA Meetup, December 2022
    PDF
    URL

  • "Optimization algorithms in deep learning"
    CodeSeoul MLA Meetup, November 2022
    PDF
    URL

Teaching courses

  • Mobile AI - Focus on BME applications, Summer 2021
    A 4-week intensive training course of end-to-end mobile AI: from training a deep learning model on custom data to its final deployment onto Android device.
    Page
    Repo

  • Mobile development, Summer 2020
    A 6-week intensive training course to get solid theoretical fundamentals on mobile architecture, single-board computers as well as acquiring strong hands-on skills on Android application development and hardware prototyping.
    Page
    Repo

Licenses & certifications

  • Introduction to Machine Learning on AWS, Amazon, September 2024
    URL
    CID: 6J3W7M9FYNHG

  • Microsoft Azure Machine Learning for Data Scientists, Microsoft, August 2024
    URL
    CID: UUS3ABTU8G0T

  • Getting Started with Accelerated Computing in CUDA C/C++, NVIDIA, November 2023
    URL
    CID: pT4WLiu9TSOzM5BNByCgAQ

  • Machine Learning Operations (MLOps): Getting Started, Google, August 2024
    URL
    CID: 4W9CMWWO5G4X

  • Mathematics for Machine Learning: Multivariate Calculus, Imperial College London, June 2024
    URL
    CID: XE7ZKG26ENRN

  • Mathematics for Machine Learning: Linear Algebra, Imperial College London, May 2024
    URL
    CID: 27ZERS3D6A3B

  • Getting Started with Google Kubernetes Engine, Google, August 2024
    URL
    CID: GQ1K28NU4J7P

  • Grokking the Machine Learning Interview, Educative, August 2022
    URL
    CID: g5g3ywC4PAkq1MjROty6E6WA4mQrsk

  • Python Certificate, HackerRank, September 2020
    URL
    CID: 26C217735C57

Trade fairs

  • Demo of MSP320 at the 75th Annual Fall Meeting of The Korean Society of Pathologists
    Seoul, Korea, October 2023
    Info
    URL

  • Demo of MSP320 at analytica Munich
    Munich, Germany, April 2024
    Info
    URL
  • Computer vision, Ulsan National Institute of Science and Tecnology, ECE543, Fall 2016

  • Advanced machine learning, Ulsan National Institute of Science and Tecnology, CSE543, Spring 2017

  • Biomedical imaging, Ulsan National Institute of Science and Tecnology, BME431, Fall 2016

  • S.L. in BME: ICT-based biomedical instrument, Ulsan National Institute of Science and Tecnology, BME806, Fall 2017

  • Digital signal and image processing, Nazarbayev University, EEE238, Fall 2015

  • Embedded microcontrollers, Nazarbayev University, EEE343, Fall 2014