Resume
Mateusz Buda
Machine Learning
Neural Networks
Computer Vision
Medical Imaging
Predictive Modeling
Time Series Analysis
Optimization
Data Extraction
Education
Warsaw University of Technology, Poland
PhD Candidate, 2021
Thesis: Computer-aided diagnosis by leveraging semantic domain knowledge in the development of machine learning models.
Supervisors: Artur Przelaskowski, Ph.D., Maciej A. Mazurowski, Ph.D.
KTH Royal Institute of Technology, Stockholm, Sweden
Master of Science in Machine Learning, 2015 - 2017
Thesis: A systematic study of the class imbalance problem in convolutional neural networks.
Supervisors: Atsuto Maki, Ph.D., Maciej A. Mazurowski, Ph.D.
Examiner: Anders B. Lansner, Ph.D.
Warsaw University of Technology, Poland
Bachelor of Engineering in Computer Science, 2011 - 2015
Thesis: OCR system for text recognition in images of specified type.
Image to text API with custom OCR component and mobile application.
Supervisor: Marcin Luckner, Ph.D.
Examiner: Władysław Homenda, Ph.D.
Research
Duke University, Durham, NC, USA
Department of Radiology
Carl E. Ravin Advanced Imaging Laboratories
Associate in Research
January 2017 - July 2019
- A systematic study of the class imbalance problem in convolutional neural networks.
- Brain segmentation in magnetic resonance images for prediction of tumor genomics.
- Classification of brain tumor to molecular subtypes based on magnetic resonance images using transfer learning.
- Deep learning for detection, segmentation, and risk level stratification of thyroid nodules in ultrasound images with multi-task learning.
- Applications of genetic algorithms to optimization of a system for risk stratification of thyroid nodules based on ultrasound imaging features.
- Detection of cancer in 3D digital breast tomosynthesis volumes using eye tracking data.
- Recruiting and supervising undergraduate students and preparing teaching materials.
Served as a reviewer for:
- Neural Networks
- Artificial Intelligence Review
- Computers in Biology and Medicine
- Data Mining and Knowledge Discovery
- The Journal of Machine Learning Research
- Radiology: Artificial Intelligence
- European Conference on Computer Vision
Talks at conferences and seminars:
- Management of thyroid nodules seen on US images: deep learning may match performance of radiologists at seminarium naukowe "Informatyka w medycynie i biologii" na Wydziale Matematyki i Nauk Informacyjncyh Politechniki Warszawskiej
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Radiologist-level deep learning for management of thyroid nodules based on US images at ML in PL Conference 2019
Experience
Narf AI, Warsaw, Poland
Co-founder
January 2019 - ongoing
- Data science consulting and AI product development.
IQVIA, Warsaw, Poland
Senior Machine Learning Engineer
August 2019 - ongoing
- Artificial Intelligence for Life Science Organizations.
Scraping Fish, Warsaw, Poland
Co-founder
April 2022 - ongoing
- Web scraping API and data extraction solution.
SkySnap, Warsaw, Poland
Senior Machine Learning Engineer
May 2021 - November 2022
- Machine learning for processing of geospatial data.
- Classification and segmentation of 3D point cloud data.
Intent (formerly inFullMobile), Warsaw, Poland
Software Engineer - iOS Applications Developer
February 2015 - August 2016
Senfino, Warsaw, Poland
Software Engineer - iOS Applications Developer
June 2014 - January 2015
Lacan Technologies, Warsaw, Poland
Junior Network Administrator
October 2011 - January 2012
Certifications
End-to-End Machine Learning with TensorFlow on GCP by Google - August 2020 (6VGX9VZVWDLY)
Getting Started with Google Kubernetes Engine by Google - May 2019 (BQY6FKM5BURR)
How Google does Machine Learning by Google - Spetember 2018 (6UW3H8MVHMCZ)
Google Cloud Platform Big Data and Machine Learning Fundamentals by Google - Spetember 2018 (NZSLNJFXG5TV)
Data Science Math Skills by Duke University - July 2018 (B29PQULU6RDY)
Pattern Discovery in Data Mining by University of Illinois at Urbana-Champaign - March 2015 (YPUDJ6JQ6E)